Step 0: Latent Dirichlet Allocation

LDA is used to classify text in a document to a particular topic. It builds a topic per document model and words per topic model, modeled as Dirichlet distributions.

• Each document is modeled as a multinomial distribution of topics and each topic is modeled as a multinomial distribution of words.
• LDA assumes that the every chunk of text we feed into it will contain words that are somehow related. Therefore choosing the right corpus of data is crucial.
• It also assumes documents are produced from a mixture of topics. Those topics then generate words based on their probability distribution.

Step 1: Load the dataset

The dataset we'll use is a list of over one million news headlines published over a period of 15 years. We'll start by loading it from the abcnews-date-text.csv file.

import boto3
import pandas as pd
from sagemaker import get_execution_role

role = get_execution_role()
bucket='demo-tensorflow'
data_key = 'abcnews-date-text.csv'
data_location = 's3://{}/{}'.format(bucket, data_key)

No handlers could be found for logger "sagemaker"

'''
Load the dataset from the CSV and save it to 'data_text'
'''
import pandas as pd
# data = pd.read_csv('abcnews-date-text.csv', error_bad_lines=False);
data = pd.read_csv(data_location);
# We only need the Headlines text column from the data
data_text = data[:300000][['headline_text']];
data_text['index'] = data_text.index

documents = data_text

data['headline_text'][9]

'australia is locked into war timetable opp'

Let's glance at the dataset:

data['headline_text'][4]

'air nz strike to affect australian travellers'

'''
Get the total number of documents
'''
print(len(documents))

300000

documents[:5]

	headline_text	index
0	aba decides against community broadcasting lic...	0
1	act fire witnesses must be aware of defamation	1
2	a g calls for infrastructure protection summit	2
3	air nz staff in aust strike for pay rise	3
4	air nz strike to affect australian travellers	4

Step 2: Data Preprocessing

We will perform the following steps:

• Tokenization: Split the text into sentences and the sentences into words. Lowercase the words and remove punctuation.
• Words that have fewer than 3 characters are removed.
• All stopwords are removed.
• Words are lemmatized - words in third person are changed to first person and verbs in past and future tenses are changed into present.
• Words are stemmed - words are reduced to their root form.

!pip install gensim

DEPRECATION: Python 2.7 will reach the end of its life on January 1st, 2020. Please upgrade your Python as Python 2.7 won't be maintained after that date. A future version of pip will drop support for Python 2.7. More details about Python 2 support in pip, can be found at https://pip.pypa.io/en/latest/development/release-process/#python-2-support
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'''
Loading Gensim and nltk libraries
'''
# pip install gensim
import gensim
from gensim.utils import simple_preprocess
from gensim.parsing.preprocessing import STOPWORDS
from nltk.stem import WordNetLemmatizer, SnowballStemmer
from nltk.stem.porter import *
import numpy as np
np.random.seed(400)

import nltk
nltk.download('wordnet')

[nltk_data] Downloading package wordnet to /home/ec2-user/nltk_data...
[nltk_data]   Unzipping corpora/wordnet.zip.

True

Lemmatizer Example

Before preprocessing our dataset, let's first look at an lemmatizing example. What would be the output if we lemmatized the word 'went':

print(WordNetLemmatizer().lemmatize('went', pos = 'v')) # past tense to present tense

go

Stemmer Example

Let's also look at a stemming example. Let's throw a number of words at the stemmer and see how it deals with each one:

stemmer = SnowballStemmer("english")
original_words = ['caresses', 'flies', 'dies', 'mules', 'denied','died', 'agreed', 'owned', 
           'humbled', 'sized','meeting', 'stating', 'siezing', 'itemization','sensational', 
           'traditional', 'reference', 'colonizer','plotted']
singles = [stemmer.stem(plural) for plural in original_words]

pd.DataFrame(data={'original word':original_words, 'stemmed':singles })

	original word	stemmed
0	caresses	caress
1	flies	fli
2	dies	die
3	mules	mule
4	denied	deni
5	died	die
6	agreed	agre
7	owned	own
8	humbled	humbl
9	sized	size
10	meeting	meet
11	stating	state
12	siezing	siez
13	itemization	item
14	sensational	sensat
15	traditional	tradit
16	reference	refer
17	colonizer	colon
18	plotted	plot

# Lemmatize verbs by specifying pos
lemmed = [WordNetLemmatizer().lemmatize(w, pos='v') for w in original_words] 
pd.DataFrame({'original word':original_words, 'lem':lemmed })
# print(lemmed)

	lem	original word
0	caress	caresses
1	fly	flies
2	die	dies
3	mules	mules
4	deny	denied
5	die	died
6	agree	agreed
7	own	owned
8	humble	humbled
9	size	sized
10	meet	meeting
11	state	stating
12	siezing	siezing
13	itemization	itemization
14	sensational	sensational
15	traditional	traditional
16	reference	reference
17	colonizer	colonizer
18	plot	plotted

'''
Write a function to perform the pre processing steps on the entire dataset
'''
def lemmatize_stemming(text):
    
    return stemmer.stem(WordNetLemmatizer().lemmatize(text, pos='v'))
#     return WordNetLemmatizer().lemmatize(stemmer.stem(text))

# Tokenize and lemmatize
def preprocess(text):
    
    
    result=[]
    for token in gensim.utils.simple_preprocess(text) :
        
        
        if token not in gensim.parsing.preprocessing.STOPWORDS and len(token) > 3:
            
            result.append(lemmatize_stemming(token))       
    print(result)        
    return result

print(len(documents))

300000

'''
Preview a document after preprocessing
'''
document_num = 0
doc_sample = documents[documents['index'] == document_num].values[0][0]
print("document 0 is : " , documents['headline_text'][0])
print(doc_sample[4])
print("Original document: ")
words = []
for word in doc_sample.split(' '):
    words.append(word)
print(words)
print("\n\nTokenized and lemmatized document: ")
print(preprocess(doc_sample))

('document 0 is : ', 'aba decides against community broadcasting licence')
d
Original document: 
['aba', 'decides', 'against', 'community', 'broadcasting', 'licence']


Tokenized and lemmatized document: 
[u'decid', u'communiti', u'broadcast', u'licenc']
[u'decid', u'communiti', u'broadcast', u'licenc']

documents

	headline_text	index
0	aba decides against community broadcasting lic...	0
1	act fire witnesses must be aware of defamation	1
2	a g calls for infrastructure protection summit	2
3	air nz staff in aust strike for pay rise	3
4	air nz strike to affect australian travellers	4
5	ambitious olsson wins triple jump	5
6	antic delighted with record breaking barca	6
7	aussie qualifier stosur wastes four memphis match	7
8	aust addresses un security council over iraq	8
9	australia is locked into war timetable opp	9
10	australia to contribute 10 million in aid to iraq	10
11	barca take record as robson celebrates birthda...	11
12	bathhouse plans move ahead	12
13	big hopes for launceston cycling championship	13
14	big plan to boost paroo water supplies	14
15	blizzard buries united states in bills	15
16	brigadier dismisses reports troops harassed in	16
17	british combat troops arriving daily in kuwait	17
18	bryant leads lakers to double overtime win	18
19	bushfire victims urged to see centrelink	19
20	businesses should prepare for terrorist attacks	20
21	calleri avenges final defeat to eliminate massu	21
22	call for ethanol blend fuel to go ahead	22
23	carews freak goal leaves roma in ruins	23
24	cemeteries miss out on funds	24
25	code of conduct toughens organ donation regula...	25
26	commonwealth bank cuts fixed home loan rates	26
27	community urged to help homeless youth	27
28	council chief executive fails to secure position	28
29	councillor to contest wollongong as independent	29
...	...	...
299970	bore water over use could lead to prosecutions	299970
299971	bottleshop owner backs call for long neck beer...	299971
299972	bracks defends former minister over mokbel deal	299972
299973	bracks rejects one size fits all curriculum ch...	299973
299974	broken hill saves summer water	299974
299975	broughton hall audit reveals serious breaches	299975
299976	broughton hall fails key standards	299976
299977	broughton hall safe for residents govt says	299977
299978	burn off at conservation park aims to prevent	299978
299979	burns suspended for two games	299979
299980	business chamber backs industry water conserva...	299980
299981	cahill targets comeback at asian cup	299981
299982	call for new alice springs land release	299982
299983	call to recognise early settlement indigenous	299983
299984	canadian minister under fire amid afghan torture	299984
299985	cattle truck crashes near northam	299985
299986	charged afl players accept sanctions	299986
299987	charter boat operators urged to pay levy for j...	299987
299988	children reflect on anzac sacrifice at war mem...	299988
299989	chinese authorities detain environmental activist	299989
299990	chipman supports alp candidate	299990
299991	climate debate heats up	299991
299992	closer pm1 news	299992
299993	cohen wants public to have water management power	299993
299994	community technology centre at lightning ridge to	299994
299995	commuters evacuated from circular quay train	299995
299996	companies invest billions in png gas industry	299996
299997	company looks to expand basalt quarry	299997
299998	cooloola mayor flags support for super council	299998
299999	cosgrove relieved vcs staying in aust	299999

300000 rows × 2 columns

Let's now preprocess all the news headlines we have. To do that, let's use the map function from pandas to apply preprocess() to the headline_text column

Note: This may take a few minutes (it take 6 minutes on my laptop)

# TODO: preprocess all the headlines, saving the list of results as 'processed_docs'
processed_docs =  documents['headline_text'].map(preprocess)

[u'decid', u'communiti', u'broadcast', u'licenc']
[u'wit', u'awar', u'defam']
[u'call', u'infrastructur', u'protect', u'summit']
[u'staff', u'aust', u'strike', u'rise']
[u'strike', u'affect', u'australian', u'travel']
[u'ambiti', u'olsson', u'win', u'tripl', u'jump']
[u'antic', u'delight', u'record', u'break', u'barca']
[u'aussi', u'qualifi', u'stosur', u'wast', u'memphi', u'match']
[u'aust', u'address', u'secur', u'council', u'iraq']
[u'australia', u'lock', u'timet']
[u'australia', u'contribut', u'million', u'iraq']
[u'barca', u'record', u'robson', u'celebr', u'birthday']
[u'bathhous', u'plan', u'ahead']
[u'hop', u'launceston', u'cycl', u'championship']
[u'plan', u'boost', u'paroo', u'water', u'suppli']
[u'blizzard', u'buri', u'unit', u'state', u'bill']
[u'brigadi', u'dismiss', u'report', u'troop', u'harass']
[u'british', u'combat', u'troop', u'arriv', u'daili', u'kuwait']
[u'bryant', u'lead', u'laker', u'doubl', u'overtim']
[u'bushfir', u'victim', u'urg', u'centrelink']
[u'busi', u'prepar', u'terrorist', u'attack']
[u'calleri', u'aveng', u'final', u'defeat', u'elimin', u'massu']
[u'ethanol', u'blend', u'fuel', u'ahead']
[u'carew', u'freak', u'goal', u'leav', u'roma', u'ruin']
[u'cemeteri', u'miss', u'fund']
[u'code', u'conduct', u'toughen', u'organ', u'donat', u'regul']
[u'commonwealth', u'bank', u'cut', u'fix', u'home', u'loan', u'rat']
[u'communiti', u'urg', u'help', u'homeless', u'youth']
[u'council', u'chief', u'execut', u'fail', u'secur', u'posit']
[u'councillor', u'contest', u'wollongong', u'independ']
[u'council', u'move', u'protect', u'heritag', u'garden']
[u'council', u'welcom', u'ambul', u'levi', u'decis']
[u'council', u'welcom', u'insur', u'breakthrough']
[u'crean', u'tell', u'leadership', u'critic', u'shut']
[u'dargo', u'threat', u'expect', u'rise']
[u'death', u'toll', u'continu', u'climb', u'south', u'korean', u'subway']
[u'dem', u'hold', u'plebiscit', u'iraqi', u'conflict']
[u'dent', u'down', u'philippoussi', u'break', u'thriller']
[u'villier', u'learn', u'fate', u'march']
[u'digit', u'commonplac', u'summit']
[u'direct', u'anger', u'govt', u'soldier', u'crean', u'urg']
[u'disput', u'smithton', u'veget', u'process', u'plant']
[u'maul', u'month', u'toddler']
[u'die', u'korean', u'subway', u'passeng', u'phone', u'help']
[u'england', u'chang', u'wale', u'match']
[u'tri', u'recov', u'chemic', u'clean', u'cost']
[u'express', u'seek', u'build', u'livestock']
[u'introduc', u'nation', u'insur']
[u'firefight', u'contain', u'acid', u'spill']
[u'injur', u'head', u'highway', u'crash']
[u'freedom', u'record', u'profit', u'success']
[u'fund', u'alloc', u'domest', u'violenc', u'victim']
[u'fund', u'alloc', u'youth', u'risk']
[u'fund', u'announc', u'bridg', u'work']
[u'fund', u'cadel', u'upgrad']
[u'fund', u'help', u'restor', u'cossack']
[u'german', u'court', u'verdict', u'sept', u'accus']
[u'gilchrist', u'back', u'rest', u'polici']
[u'girl', u'injur', u'head', u'highway', u'crash']
[u'gold', u'coast', u'hear', u'bilbi', u'project']
[u'golf', u'club', u'feel', u'smoke', u'impact']
[u'govt', u'blame', u'ethanol', u'unpopular']
[u'green', u'offer', u'polic', u'station', u'altern']
[u'griffith', u'project', u'knock']
[u'group', u'meet', u'north', u'west', u'rock']
[u'hacker', u'gain', u'access', u'million', u'credit', u'card']
[u'hanson', u'grossli', u'naiv', u'issu', u'costa']
[u'hanson', u'come']
[u'harrington', u'rare', u'break']
[u'health', u'minist', u'back', u'organ', u'tissu', u'storag']
[u'heavi', u'metal', u'deposit', u'survey', u'near']
[u'injur', u'rio', u'pull', u'bueno', u'air', u'open']
[u'inquest', u'find', u'man', u'death', u'accident']
[u'investig', u'underway', u'death', u'toll', u'korean']
[u'investig', u'underway', u'elster', u'creek', u'spill']
[u'iraq', u'neighbour', u'plead', u'continu', u'inspect']
[u'iraq', u'rebuild', u'white', u'hous']
[u'irish', u'arrest', u'omagh', u'bomb']
[u'irrig', u'vote', u'river', u'manag']
[u'isra', u'forc', u'push', u'gaza', u'strip']
[u'juri', u'consid', u'verdict', u'murder', u'case']
[u'juvenil', u'offend', u'unlik', u'reoffend']
[u'kelli', u'disgust', u'alleg', u'ethanol', u'scare']
[u'kelli', u'surpris', u'ethanol', u'confid']
[u'korean', u'subway', u'miss']
[u'minut', u'hand', u'alinghi', u'lead']
[u'demand', u'forc', u'servic', u'cut']
[u'arrest', u'central', u'hijack', u'attempt']
[u'charg', u'cooma', u'murder']
[u'fin', u'aborigin', u'tent', u'embassi', u'raid']
[u'jail', u'keno', u'fraud']
[u'knife', u'hijack', u'light', u'plane']
[u'martin', u'lobbi', u'lose', u'seat']
[u'massiv', u'drug', u'crop', u'discov', u'western']
[u'mayor', u'warn', u'landfil', u'protest']
[u'meet', u'consid', u'tick', u'clearanc', u'cost']
[u'meet', u'focus', u'break', u'hill', u'water', u'woe']
[u'moder', u'lift', u'wag', u'growth']
[u'young', u'drink', u'alcohol']
[u'water', u'restrict', u'predict', u'northern']
[u'women', u'urg', u'councillor']
[u'high', u'educ', u'live']
[u'rais', u'hospit', u'concern', u'parliament']
[u'reject', u'ambul', u'levi', u'claim']
[u'mugab', u'touch', u'pari', u'summit']
[u'nation', u'galleri', u'get', u'clear']
[u'nato', u'give', u'green', u'light', u'defend', u'turkey']
[u'defend', u'aborigin', u'tent', u'embassi', u'raid']
[u'zealand', u'impos', u'visa', u'entri', u'zimbabw']
[u'effect', u'whoop', u'cough', u'vaccin']
[u'govt', u'hold', u'veget']
[u'defend', u'claim', u'run', u'race', u'campaign']
[u'pledg', u'drought', u'relief']
[u'govt', u'boost', u'nurs', u'number', u'oversea', u'intak']
[u'korean', u'seek', u'asylum', u'japanes', u'embassi']
[u'nurs', u'student', u'intak']
[u'brother', u'time', u'say', u'ganguli', u'senior']
[u'omodei', u'stay', u'polit']
[u'onesteel', u'invest', u'whyalla', u'steelwork']
[u'opposit', u'urg', u'help', u'protect', u'recherch']
[u'orient', u'begin', u'student']
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[u'pie', u'eagl', u'port', u'rampag', u'lion', u'roo', u'draw']
[u'pire', u'clash']
[u'playoff', u'candid', u'forest', u'wolv', u'share']
[u'polar', u'success', u'take', u'golden', u'slipper']
[u'polic', u'arrest', u'arm', u'robberi']
[u'pont', u'confid', u'earli']
[u'post', u'general', u'say', u'secur', u'improv']
[u'power', u'restor', u'home']
[u'propos', u'access', u'aust', u'easier']
[u'putin', u'welcom', u'fall', u'saddam', u'slam', u'tactic']
[u'pyongyang', u'promis', u'nuclear', u'talk', u'chang']
[u'cattl', u'council', u'leader', u'snag', u'industri', u'award']
[u'compani', u'say', u'filtrat', u'devic', u'wipe', u'sar']
[u'govt', u'investig', u'heritag', u'list', u'option']
[u'quinn', u'nomin', u'brisban', u'lord', u'mayor']
[u'ranger', u'happi', u'celtic', u'derbi', u'date']
[u'rann', u'condemn', u'mobil', u'refineri', u'closur']
[u'rann', u'hop', u'implement', u'econom', u'summit', u'propos']
[u'cross', u'demand', u'coalit', u'protect', u'iraqi', u'hospit']
[u'cross', u'mark', u'month', u'bali', u'terrorist']
[u'rescu', u'jessica', u'lynch', u'return']
[u'resid', u'frustrat', u'anarchi', u'reign', u'baghdad']
[u'reuter', u'start', u'search', u'chairman']
[u'rumsfeld', u'critic', u'repetit', u'media', u'report']
[u'russia', u'germani', u'franc', u'urg', u'post', u'role']
[u'compani', u'director', u'jail', u'defraud', u'cwealth']
[u'saddam', u'aid', u'surrend']
[u'saddam', u'aid', u'surrend', u'reward', u'offer']
[u'saddam', u'regim', u'go', u'white', u'hous']
[u'sar', u'forc', u'toronto', u'school', u'closur']
[u'shark', u'overwhelm', u'chief']
[u'singapor', u'airlin', u'forc', u'job', u'servic']
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[u'skaif', u'fastest', u'holden', u'domin']
[u'sniper', u'greet', u'forc', u'mosul']
[u'south', u'african', u'bowler', u'arrest', u'drink', u'drive']
[u'south', u'african', u'bowler', u'send', u'home', u'drink', u'drive']
[u'south', u'tast', u'victori']
[u'south', u'tast', u'victori', u'storm', u'sink']
[u'stanhop', u'reject', u'abolish', u'doubl', u'jeopardi']
[u'stanhop', u'welcom', u'cweath', u'decis', u'ethanol', u'fuel']
[u'stay', u'home', u'blade', u'plan', u'spike', u'gunner']
[u'storm', u'power', u'north', u'west']
[u'health', u'consid', u'sar', u'option']
[u'suspect', u'cole', u'attack', u'escap', u'jail']
[u'injur', u'camper', u'explos']
[u'sar', u'death', u'hong', u'kong']
[u'time', u'champion', u'pinto', u'london', u'marathon']
[u'defend', u'polic', u'handl', u'ryan', u'case']
[u'turkey', u'monitor', u'militari', u'develop', u'northern']
[u'dead', u'inner', u'mongolia', u'sar', u'spread']
[u'injur', u'quak', u'shake', u'northern', u'itali']
[u'forc', u'kill', u'looter', u'basra', u'bank']
[u'dead', u'wound', u'mosul', u'fight']
[u'urgent', u'food', u'appeal', u'ethiopia']
[u'urgent', u'need', u'medic', u'arriv', u'baghdad']
[u'deal', u'iraqi', u'list']
[u'deleg', u'meet', u'iraqi', u'opposit', u'boucher']
[u'opt', u'anti', u'china', u'resolut', u'meet']
[u'plan', u'secur', u'stop', u'loot', u'iraq']
[u'investig', u'kill', u'journalist', u'iraq']
[u'meet', u'iraqi', u'opposit']
[u'vanston', u'happi', u'hous', u'progress']
[u'veteran', u'kafelnikov', u'estoril']
[u'voss', u'seal', u'gasp', u'draw', u'lion']
[u'expens', u'afford', u'expert', u'say']
[u'weir', u'charg', u'wood', u'begin', u'stir']
[u'west', u'wag', u'start', u'player', u'exodus']
[u'william', u'advanc', u'harkleroad', u'shock', u'hantuchova']
[u'wood', u'green', u'jacket', u'sight']
[u'zeta', u'jone', u'dougla', u'photo', u'fight']
[u'dead', u'injur', u'road']
[u'hold', u'letter', u'offer', u'reward']
[u'sar', u'death']
[u'soldier', u'rescu', u'report']
[u'welcom', u'bank', u'decis', u'open', u'saturday']
[u'accrington', u'stanley', u'step', u'away', u'footbal']
[u'milan', u'derbi', u'reviv', u'titl', u'hop']
[u'anti', u'protest', u'march', u'europ']
[u'asean', u'countri', u'send', u'deleg', u'north', u'korea']
[u'atsic', u'control', u'budget', u'ruddock']
[u'lunch']
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[u'australian', u'mobil', u'drive', u'studi']
[u'award', u'offer', u'rural', u'industri', u'studi']
[u'baghdad', u'curfew', u'night', u'fall']
[u'bartlett', u'support', u'humanitarian', u'role', u'troop']
[u'bayern', u'home', u'leagu', u'defeat', u'year']
[u'beatti', u'say', u'public', u'entitl', u'hear', u'teenag']
[u'bellevu', u'inquiri', u'examin', u'submiss']
[u'biofuel', u'associ', u'push', u'total', u'label']
[u'brilliant', u'blue', u'bewild', u'bull']
[u'british', u'troop', u'search', u'prison']
[u'brown', u'say', u'ground', u'iraq', u'attack']
[u'bruno', u'prepar', u'comeback', u'fight', u'harrison']
[u'builder', u'pocket', u'clean']
[u'bush', u'welcom', u'saddam', u'reign']
[u'urgent', u'overhaul', u'demerit', u'point']
[u'canegrow', u'push', u'ethanol', u'petrol']
[u'cheri', u'blair', u'address', u'melbourn', u'confer']
[u'china', u'condemn', u'loot', u'baghdad', u'embassi', u'demand']
[u'crusad', u'crush', u'cat']
[u'custom', u'seiz', u'massiv', u'tobacco', u'haul']
[u'davydenko', u'down', u'mirnyi', u'final']
[u'death', u'toll', u'rise', u'road']
[u'delight', u'ferguson', u'set', u'sight', u'arsenal']
[u'deportivo', u'crush', u'barcelona', u'close', u'real']
[u'drug', u'agenc', u'warn', u'high', u'grade', u'heroin']
[u'kill', u'nigerian', u'poll']
[u'aynaoui', u'face', u'boutter', u'casablanca', u'final']
[u'write', u'master', u'titl', u'hop']
[u'govt', u'consid', u'repatri', u'iraqi']
[u'find', u'ban', u'weapon', u'import', u'poll']
[u'sar', u'death', u'hong', u'kong']
[u'frank', u'confirm', u'soldier', u'iraq']
[u'financ', u'chief', u'action', u'iraq']
[u'garner', u'defend', u'troop', u'civil', u'order', u'effort']
[u'glori', u'leav', u'late', u'newcastl', u'hold', u'spirit']
[u'govt', u'decid', u'send', u'troop', u'iraq']
[u'govt', u'grant', u'film', u'project']
[u'grant', u'help', u'teach', u'children', u'water', u'valu']
[u'gronholm', u'lead', u'peugeot', u'zealand']
[u'gronholm', u'pois', u'victori', u'zealand']
[u'gronholm', u'win', u'zealand', u'ralli']
[u'group', u'order', u'shiit', u'muslim', u'quit', u'iraq']
[u'heroic', u'red', u'stormer']
[u'human', u'chain', u'form', u'consul', u'protest']
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[u'iraqi', u'drug', u'traffick', u'behead', u'saudi', u'arabia']
[u'iraqi', u'protest', u'forc', u'baghdad']
[u'islam', u'leader', u'tell', u'focus', u'peacekeep']
[u'israel', u'lower', u'level', u'alert', u'attack', u'iraq']
[u'israel', u'yield', u'settlement', u'peac', u'sharon']
[u'jourdain', u'win', u'career', u'cart', u'pole', u'long', u'beach']
[u'keegan', u'keep', u'faith', u'misfir', u'strike']
[u'fall', u'troop']
[u'lara', u'ganga', u'centuri', u'windi', u'reviv']
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[u'lownd', u'take', u'damp', u'supercar', u'battl']
[u'maher', u'head', u'windi']
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[u'charg', u'melbourn', u'murder']
[u'charg', u'murder', u'neighbourhood']
[u'critic', u'condit', u'crash']
[u'question', u'bash', u'murder']
[u'surgeri', u'croc', u'attack']
[u'marin', u'exchang', u'central', u'baghdad']
[u'mcginti', u'reject', u'green', u'briberi', u'claim']
[u'monaco', u'tab', u'lyon', u'marseill', u'slip']
[u'motherwel', u'miss', u'chanc']
[u'navi', u'veteran', u'honour', u'ceremoni']
[u'zealand', u'ahead', u'lanka', u'tour']
[u'govt', u'approv', u'saturday', u'trade', u'bank']
[u'govt', u'want', u'nation', u'crossbow']
[u'olympian', u'campbel', u'richmond', u'chief']
[u'duck', u'iraq', u'order', u'quandari']
[u'organis', u'urg', u'itali', u'boycott', u'world']
[u'pair', u'stab', u'outsid']
[u'park', u'close', u'buffalo', u'test']
[u'pavlich', u'tip', u'troubl', u'tiger']
[u'peac', u'ralli', u'organis', u'palm', u'sunday']
[u'peac', u'protest', u'pressur', u'bring', u'troop']
[u'pentagon', u'updat', u'casualti', u'list']
[u'polic', u'investig', u'brisban', u'stab']
[u'portsmouth', u'leicest', u'promot', u'parti']
[u'powel', u'confid', u'find', u'wmds', u'iraq']
[u'privat', u'lynch', u'return']
[u'govt', u'close', u'anti', u'terror', u'oper']
[u'govt', u'welcom', u'environ', u'fund']
[u'lib', u'nat', u'verg', u'coalit', u'deal']
[u'raaf', u'plane', u'deliv', u'suppli', u'baghdad']
[u'raaf', u'prepar', u'flight', u'iraq']
[u'real', u'readi', u'beckham', u'million', u'dollar']
[u'relat', u'calm', u'kirkuk', u'move']
[u'rescu', u'prison', u'turn', u'guard', u'report']
[u'rock', u'throw', u'incid', u'claim', u'life', u'teenag']
[u'saddam', u'half', u'brother', u'captur', u'report']
[u'sar', u'claim', u'live']
[u'sar', u'caus', u'ground', u'cathay', u'airlin']
[u'save', u'sunderland', u'imposs', u'mick']
[u'schmeichel', u'retir', u'season']
[u'scientist', u'claim', u'sar', u'breakthrough']
[u'search', u'lose', u'scale']
[u'search', u'resum', u'miss']
[u'serena', u'sweep', u'past', u'davenport']
[u'servic', u'rememb', u'road', u'crash', u'victim']
[u'shirvo', u'set', u'australian', u'record']
[u'skaif', u'blitz', u'supercar', u'qualifi']
[u'smith', u'second', u'youngest', u'skipper']
[u'storm', u'emerg', u'crew', u'busi', u'night']
[u'stray', u'bullet', u'kill', u'young', u'girl', u'renew', u'aceh']
[u'substitut', u'lurl', u'hand', u'feyenoord', u'gasp']
[u'sydney', u'pair', u'mooloolaba']
[u'sydney', u'yacht', u'mooloolaba']
[u'symond', u'score', u'half', u'centuri', u'south', u'africa']
[u'syria', u'reject', u'accus', u'aid', u'saddam']
[u'govt', u'say', u'hous', u'issu']
[u'predict', u'renov', u'increas']
[u'teenag', u'charg', u'assault']
[u'tendon', u'strain', u'put', u'primus', u'pressur']
[u'thousand', u'march', u'peac', u'palm', u'sunday', u'ralli']
[u'tiger', u'prowl', u'record', u'titl']
[u'tiger', u'devour', u'docker', u'crow', u'demon']
[u'tokyo', u'disneyland', u'turn', u'need', u'magic']
[u'tourism', u'industri', u'bear', u'brunt', u'visitor']
[u'star', u'catch', u'hous']
[u'turkish', u'journalist', u'wound', u'mosul']
[u'foreign', u'secretari', u'diplomat', u'shuttl']
[u'agenc', u'urg', u'protect', u'iraqi', u'cultur']
[u'unesco', u'fear', u'lose', u'iraqi', u'treasur']
[u'unit', u'march', u'sunderland']
[u'unleash', u'concert', u'youth', u'week']
[u'move', u'iraq']
[u'crush', u'spain', u'close', u'world', u'place']
[u'defend', u'respons', u'iraqi', u'disord']
[u'encourag', u'polic', u'iraqi', u'capit']
[u'forc', u'enter', u'tikrit']
[u'forc', u'guard', u'baghdad', u'sit', u'cross']
[u'marin', u'kill', u'suicid', u'bomb', u'vest']
[u'navi', u'move', u'scale', u'gulf', u'presenc']
[u'offer', u'reward', u'saddam', u'captur']
[u'offer', u'reward', u'captur', u'iraqi', u'leader']
[u'recov', u'pow']
[u'tank', u'central', u'tikrit', u'report']
[u'step', u'lanka', u'peac', u'process']
[u'troop', u'head', u'tikrit']
[u'govt', u'confront', u'youth', u'alcohol', u'abus']
[u'govt', u'promis', u'improv', u'disabl', u'care']
[u'victoria', u'overhaul', u'disabl', u'report']
[u'volunt', u'fli', u'count']
[u'consum', u'enjoy', u'cheaper', u'seafood']
[u'move', u'north', u'tikrit']
[u'heighten', u'human', u'right', u'awar', u'church']
[u'warrior', u'ahead', u'bronco', u'half', u'time']
[u'warrior', u'hammer', u'bronco', u'raider', u'eagl']
[u'warrior', u'hammer', u'weak', u'bronco', u'raider']
[u'wood', u'eye', u'titl', u'maggert', u'grab', u'lead']
[u'woyecha', u'win', u'canberra', u'marathon']
[u'zimbabw', u'tour', u'england', u'get', u'green', u'light']
[u'age', u'care', u'resid', u'support', u'council', u'effort']
[u'ambul', u'volunt', u'spread', u'road', u'safeti', u'messag']
[u'arab', u'backlash', u'predict', u'howard']
[u'arm', u'order', u'shiit', u'leader', u'leav', u'iraq']
[u'arsenal', u'face', u'southampton', u'final']
[u'assur', u'auxiliari', u'safe', u'rfds', u'fundrais']
[u'australia', u'open', u'seri', u'victori']
[u'weekend', u'western', u'road']
[u'ballarat', u'retail', u'angri', u'easter', u'trade', u'law']
[u'bank', u'fall', u'pull', u'market', u'downward']
[u'bashir', u'charg', u'terror', u'plot']
[u'beef', u'afghan', u'secur', u'unhcr', u'warn']
[u'averag', u'start', u'banana', u'prawn', u'season']
[u'biographi', u'pay', u'tribut', u'anzac']
[u'blair', u'ahern', u'studi', u'statement']
[u'blair', u'anim', u'simpson', u'london', u'town']
[u'blood', u'donor', u'ban', u'sar', u'area']
[u'boutter', u'win', u'casablanca']
[u'brack', u'break', u'promis', u'freeway', u'toll']
[u'brisban', u'prop', u'answer', u'high', u'tackl', u'charg']
[u'brown', u'apologis', u'barrett', u'slap']
[u'brown', u'slap', u'fine']
[u'buck', u'night', u'prank', u'claim', u'life', u'local']
[u'builder', u'group', u'warn', u'insur', u'concern']
[u'build', u'cost', u'shelv', u'cinema']
[u'butler', u'doubt', u'iraq', u'weapon']
[u'govt', u'establish', u'aborigin', u'court']
[u'canberra', u'victim', u'receiv', u'appeal', u'money']
[u'coalit', u'control', u'iraq', u'oilfield', u'centcom']
[u'coff', u'harbour', u'town', u'lifesav']
[u'coleslaw', u'blame', u'injuri']
[u'comalco', u'offer', u'job', u'easter']
[u'compani', u'hope', u'propos', u'success']
[u'competitor', u'warn', u'shortcut', u'peak']
[u'conoco', u'chief', u'sort', u'project', u'issu']
[u'council', u'defend', u'decis', u'share']
[u'council', u'support', u'research', u'project']
[u'cowboy', u'plan', u'improv', u'handl', u'weekend']
[]
[u'crocodil', u'trap', u'weekend', u'attack']
[u'crow', u'thai', u'treat', u'mackay']
[u'csiro', u'launch', u'research', u'plan']
[u'close', u'sydney', u'breweri']
[u'davydenko', u'down', u'callieri', u'claim', u'estoril', u'open']
[u'despotovski', u'doubt', u'newcastl', u'clash']
[u'sidelin', u'week']
[u'diver', u'rais', u'shark', u'repel', u'worri']
[u'doubt', u'tasmanian', u'prospect']
[u'dragon', u'coach', u'brown', u'slap', u'barrett']
[u'fairfax', u'snap', u'publish']
[u'fall', u'tikrit', u'mark', u'transit']
[u'famili', u'tell', u'miss', u'soldier', u'safe']
[u'farmer', u'survey', u'assess', u'livestock', u'number']
[u'father', u'demand', u'answer', u'babi', u'death']
[u'favourit', u'tumbl', u'german', u'spanish', u'leagu']
[u'govt', u'give', u'rice', u'farmer', u'imag']
[u'finish', u'touch', u'appli', u'human', u'genom']
[u'fisherman', u'free', u'capsiz', u'boat']
[u'flipper', u'destin', u'busi']
[u'flood', u'keep', u'busi']
[u'project', u'latest', u'round', u'work']
[u'fraser', u'defenc', u'call', u'ryan', u'evid']
[u'fraser', u'skull', u'prompt', u'polic', u'probe']
[u'geraldton', u'chief', u'execut', u'okay', u'breakwat', u'deal']
[u'gould', u'quit', u'origin', u'post']
[u'govt', u'begin', u'nation', u'search', u'child', u'protect']
[u'govt', u'deni', u'drop', u'network', u'sit']
[u'govt', u'stop', u'loot', u'histori', u'brown']
[u'greek', u'polic', u'probe', u'fatal', u'school', u'crash']
[u'greek', u'soccer', u'challeng', u'draw', u'crowd']
[u'harcourt', u'valley', u'appl', u'season', u'look']
[u'health', u'servic', u'reject', u'surgeon', u'opposit', u'claim']
[u'henin', u'hardenn', u'snap', u'serena', u'streak']
[u'highway', u'upgrad', u'finish', u'ahead', u'schedul']
[u'holidaygo', u'urg', u'regular', u'break']
[u'hotel', u'lure', u'tourist', u'south', u'island']
[u'hous', u'mental', u'worri']
[u'hugh', u'defam', u'case', u'settl']
[u'hugh', u'plead', u'guilti', u'danger', u'drive', u'charg']
[u'hunter', u'polic', u'welcom', u'crossbow', u'plan']
[u'hydro', u'tasmania', u'dredg', u'great', u'lake']
[u'ident', u'releas', u'pow', u'iraq']
[u'illeg', u'fish', u'boat', u'scuttl', u'geraldton']
[u'illeg', u'fish', u'boat', u'sink', u'geraldton']
[u'go', u'spotlight']
[u'independ', u'direct', u'prefer', u'parti']
[u'industri', u'action', u'affect', u'cairn', u'base', u'hospit']
[u'industri', u'push', u'bracket', u'creep', u'measur']
[u'inquest', u'begin', u'suspect', u'virus', u'death']
[u'iron', u'miss', u'bell', u'beach', u'open', u'round']
[u'israel', u'back', u'sentiment', u'syria']
[u'centr', u'slash', u'trigger', u'unemploy']
[u'jone', u'wit', u'defam', u'action']
[u'labor', u'ahead', u'fall', u'baghdad', u'poll']
[u'labor', u'demand', u'budget', u'cut']
[u'lambina', u'boom', u'opal', u'mine', u'season', u'start']
[u'order', u'prioriti', u'iraq', u'chalabi']
[u'marin', u'backtrack', u'iraq', u'chemic', u'arm', u'report']
[u'matilda', u'secur', u'world', u'spot']
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[u'push', u'region', u'cover']
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[u'munster', u'leicest', u'tripl']
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[u'murray', u'river', u'tourist', u'boon']
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[u'project', u'expand', u'work', u'experi', u'choic', u'govt']
[u'water', u'law', u'qualiti', u'standard']
[u'wetlin', u'fish', u'advisori', u'panel']
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[u'nurs', u'redund', u'classif']
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[u'ogradi', u'leav', u'late', u'punctur']
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[u'week', u'surat', u'rag']
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[u'palestinian', u'propos', u'draft', u'cabinet', u'line']
[u'floater', u'newest', u'cultur', u'icon']
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[u'plan', u'park', u'space', u'fund', u'bus']
[u'player', u'associ', u'play', u'barrett', u'slap']
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[u'polic', u'encourag', u'resid', u'druggi']
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[u'polic', u'investig', u'beach', u'rail', u'deton']
[u'polic', u'investig']
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[u'polic', u'shoot', u'aggress', u'suspect']
[u'popul', u'boost', u'expect', u'ultima']
[u'public', u'deserv', u'speed', u'limit']
[u'qanta', u'downturn', u'impact', u'cairn', u'unknown']
[u'radcliff', u'rule', u'roost']
[u'rain', u'fall', u'west']
[u'ranger', u'stay', u'point', u'clear', u'celtic']
[u'region', u'export', u'rat', u'skyrocket']
[u'research', u'provid', u'clue', u'dead', u'stinger']
[u'richardson', u'rare']
[u'saddam', u'near', u'tikrit', u'chalabi']
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[u'polic', u'prepar', u'possibl', u'baxter', u'break']
[u'sar', u'claim', u'victim', u'hong', u'kong']
[u'sar', u'disrupt', u'competit', u'plan', u'champion']
[u'saturday', u'trade', u'approv', u'prompt', u'hop']
[u'scuttl', u'boat', u'warn', u'illeg', u'fish']
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[u'searcher', u'bodi', u'narooma', u'harbour']
[u'search', u'resum', u'miss', u'albani', u'fisherman']
[u'secur', u'fear', u'spark', u'anti', u'protest', u'baghdad']
[u'shell', u'suspect', u'chemic', u'agent', u'iraq']
[u'simul', u'road', u'accid', u'scene', u'test']
[u'face', u'court', u'langwarrin', u'murder']
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[u'straw', u'tour', u'take', u'kuwait']
[u'sydney', u'skipper', u'confid', u'brisban']
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[u'teenag', u'sentenc', u'burn', u'famili']
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[u'terror', u'fight', u'bring', u'nuclear', u'submarin']
[u'arrest', u'baghdad', u'firefight']
[u'tikrit', u'leader', u'offer', u'surrend']
[]
[u'toogoolawah', u'hop', u'fli', u'centr', u'fund']
[u'student', u'industri', u'scholarship']
[u'believ', u'saddam', u'offici', u'iraq']
[u'ultima', u'boost', u'land', u'sale']
[u'unicef', u'step', u'shipment']
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[u'troop', u'detain', u'looter']
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[u'virgin', u'blue', u'land', u'broom', u'budget', u'servic']
[u'virgin', u'rule', u'flight', u'kalgoorli']
[u'volunt', u'plead', u'guilti', u'light']
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[u'iraq', u'emptiv', u'strike', u'bishop']
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[u'waugh', u'say', u'west', u'indi', u'tough']
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[u'weir', u'make', u'major', u'breakthrough', u'master']
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[u'come', u'white', u'right']
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[u'worker', u'stand', u'return', u'iraq']
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[u'week', u'queensland', u'team', u'judiciari']
[u'barnett', u'accus', u'govt', u'tri', u'bribe', u'green']
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[u'better', u'late', u'say', u'fisichella']
[u'billiton', u'welcom', u'support']
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[u'child', u'abus', u'lawsuit', u'rock', u'cathol', u'dioces']
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[u'faction', u'ponder', u'futur', u'nasiriyah', u'talk']
[u'farmer', u'happi', u'downpour']
[u'farmer', u'fast', u'load', u'livestock', u'freight']
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[u'fitzgibbon', u'remain', u'rooster']
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[u'franc', u'say', u'pragmat', u'post']
[u'fraser', u'polic', u'station', u'open', u'busi']
[u'free', u'water', u'clubber', u'tough', u'enforc']
[u'french', u'jailbird', u'freedom']
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[u'howard', u'meet', u'bush', u'iraq', u'talk']
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[u'king', u'island', u'farmer', u'ship', u'shortag']
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[u'jail', u'year', u'leav', u'partner']
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[u'worker', u'strike', u'continu']
[u'custom', u'need', u'bank', u'plan']
[u'air', u'concern', u'broadcast', u'condit']
[u'confid', u'iraqi', u'wheat', u'market']
[u'savag', u'danger', u'railway', u'line']
[u'welcom', u'ethanol']
[u'tip', u'economi', u'rat']
[u'nation', u'park', u'ban', u'remain']
[u'nation', u'secur', u'exempt', u'feder', u'judg']
[u'welcom', u'team', u'base', u'hunter']
[u'investor', u'portman']
[u'owner', u'live', u'music', u'venu']
[u'dead', u'sar', u'hong', u'kong']
[u'govt', u'urg', u'freshwat', u'research', u'centr']
[u'offici', u'illeg', u'fish', u'boat']
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[u'oyster', u'industri', u'strong', u'despit', u'sar']
[u'payout', u'aristocrat', u'keep', u'secret']
[u'peacekeep', u'danger', u'aust', u'troop', u'labor']
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[u'pedestrian', u'die', u'mudge', u'accid']
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[u'plan', u'garbag', u'servic', u'chang', u'mean', u'rat']
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[u'rate', u'rise', u'meet', u'adjourn']
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[u'russian', u'comic', u'come', u'cold']
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[u'tendulkar', u'hand', u'surgeri']
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[u'ticket', u'levi', u'good']
[u'timber', u'shortfal', u'close', u'sawmil']
[u'tough', u'talk', u'syria', u'downer']
[u'tour', u'highlight', u'gene', u'technolog']
[u'train', u'driver', u'high', u'compet', u'waterfal', u'inquiri']
[u'travel', u'caus', u'freo', u'woe', u'road']
[u'union', u'demand', u'extra', u'traffic', u'polic']
[u'union', u'hop', u'clearer', u'pictur', u'entitl']
[u'union', u'angri', u'nurs', u'dismiss']
[u'union', u'warn', u'massiv', u'fight']
[u'assess', u'plunder', u'iraqi', u'nation', u'treasur']
[u'cut', u'naval', u'power', u'near', u'iraq', u'offici']
[u'hail', u'north', u'korea', u'shift', u'posit']
[u'start', u'effort', u'build', u'iraq']
[u'threaten', u'sanction', u'syria']
[u'vaughan', u'knock', u'hayden', u'rank', u'summit']
[u'warnock', u'face', u'probe', u'slat', u'poll']
[u'war', u'loom', u'tikrit', u'fall']
[u'wellman', u'week', u'disloc', u'finger']
[u'wheat', u'industri', u'alert', u'virus']
[u'white', u'power', u'beach', u'undergo', u'test']
[u'windi', u'omit', u'gayl', u'second', u'test']
[u'wnba', u'talk', u'reach', u'crisi', u'point']
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[u'wasnt', u'good', u'admit', u'verkerk']
[u'market', u'show', u'improv']
[u'kenya', u'osoro', u'return', u'marathon', u'success']
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[u'lewi', u'honour', u'birthday', u'list']
[u'lewi', u'honour', u'queen', u'birthday', u'list']
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[u'lib', u'hear', u'plan', u'region', u'boost']
[u'livermor', u'crean']
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[u'long', u'weekend', u'doesnt', u'deter', u'sport', u'fan']
[u'loyalist', u'forc', u'report', u'mauritania', u'upris']
[u'arrest', u'wheeli', u'explos']
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[u'face', u'court', u'murder', u'charg']
[u'mauritania', u'leader', u'fate', u'unsur', u'coup']
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[u'rubbish', u'call', u'interst', u'final']
[u'receiv', u'bulk', u'honour']
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[u'want', u'fair', u'compo', u'fisher']
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[u'mugab', u'stand', u'firm', u'rule']
[u'nake', u'throng', u'photograph', u'set', u'crowd', u'record']
[u'natwa']
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[u'museum', u'egyptian', u'treasur']
[u'korea', u'admit', u'nuclear', u'drive']
[u'govt', u'urg', u'protect', u'wheat', u'sale', u'iraq']
[u'ident', u'award', u'queen', u'birthday', u'honour']
[u'north', u'coaster', u'recognis', u'honour', u'list']
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[u'palestinian', u'group', u'defi', u'kill', u'isra']
[u'parker', u'spur', u'antonio', u'game']
[u'pecharroman', u'win', u'beloki', u'impress', u'euskal']
[u'philippin', u'polic', u'arrest', u'terrorist', u'player']
[u'pie', u'romp']
[u'plan', u'aim', u'streamlin', u'tourism', u'applic', u'process']
[u'poland', u'closer', u'join']
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[u'polic', u'crack', u'holiday', u'road', u'safeti']
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[u'polic', u'investig', u'disappear', u'attend']
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[u'polic', u'drink', u'driver']
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[u'polic', u'urg', u'safe', u'return', u'home']
[u'polic', u'warn', u'blowhol', u'fisher', u'care']
[u'polici', u'popular', u'decid', u'leader', u'crean']
[u'pollut', u'spread', u'cresco', u'fertilis', u'plant']
[u'pope', u'urg', u'famili', u'valu', u'path']
[u'powel', u'stand', u'trailer', u'claim']
[u'power', u'quak', u'felt', u'taiwan']
[u'govt', u'quiz', u'agenc', u'nurs']
[u'return', u'home', u'saudi', u'prison']
[u'queen', u'birthday', u'honour', u'educ', u'effort']
[u'queen', u'birthday', u'honour', u'gold', u'coast']
[u'queen', u'birthday', u'honour', u'announc']
[u'queen', u'birthday', u'honour']
[u'queen', u'birthday', u'honour', u'local']
[u'queen', u'birthday', u'honour', u'west', u'resid']
[u'queen', u'birthday', u'honour', u'riverina']
[u'queen', u'birthday', u'honour', u'south', u'west', u'local']
[u'queen', u'birthday', u'honour', u'list', u'announc']
[u'queensland', u'horseman', u'win', u'tamworth', u'event']
[u'race', u'spectat', u'urg', u'drive', u'home', u'safe']
[u'refuge', u'advoc', u'admit', u'mislead', u'email']
[u'refuge', u'close', u'obtain', u'perman', u'resid']
[u'rescu', u'british', u'rower', u'arriv', u'perth']
[u'resid', u'queen', u'birthday', u'honour']
[u'resid', u'powerlin', u'protest', u'beatti']
[u'rivkin', u'expect', u'jail', u'friday']
[u'rocket', u'take', u'rock', u'roll', u'water', u'space']
[u'rossi', u'lead', u'italian', u'podium', u'sweep']
[u'heat', u'rail', u'concern']
[u'sabbatini', u'keep', u'lead', u'rain', u'round']
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[u'santo', u'catch', u'leader', u'cruzeiro', u'brazil']
[u'silverton', u'resid', u'amaz', u'queen', u'birthday', u'honour']
[u'skinstad', u'call', u'join', u'springbok']
[u'season', u'good', u'start']
[u'soldier', u'jail', u'aceh', u'villag', u'beat']
[u'solomon', u'island', u'debt', u'reach']
[u'sorenstam', u'hold', u'stroke', u'lead', u'lpga']
[u'sorenstam', u'land', u'fifth', u'major', u'playoff']
[u'sorenstam', u'win', u'lpga', u'championship', u'fifth', u'major']
[u'spain', u'determin', u'bounc', u'shock', u'defeat']
[u'spain', u'mayo', u'tame', u'armstrong', u'dauphin']
[u'speed', u'fin', u'reduc', u'road', u'toll', u'say']
[u'sport', u'star', u'honour', u'queen', u'birthday']
[u'lanka', u'clinch', u'seri', u'chandana', u'spoil', u'lara']
[u'studi', u'find', u'diabet', u'link', u'potato']
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[u'studi', u'consid', u'north', u'west', u'develop']
[u'survivor', u'crew', u'scout', u'pacif', u'island']
[u'tampa', u'crisi', u'prompt', u'maritim', u'chang']
[u'task', u'forc', u'finalis', u'water', u'restrict', u'report']
[u'town', u'herald', u'exampl', u'ban']
[u'judiciari']
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[u'tsvangirai', u'treason', u'trial', u'continu']
[u'expect', u'adopt', u'euro']
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[u'envoy', u'endeavour', u'meet']
[u'envoy', u'leav', u'burma', u'earli']
[u'envoy', u'lobbi', u'junta', u'chief', u'releas']
[u'envoy', u'stay', u'burma']
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[u'mar', u'launch', u'delay']
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[u'opposit', u'reject', u'road', u'toll', u'claim']
[u'transport', u'overhaul']
[u'viticultur', u'effort', u'reward', u'queen', u'birthday']
[u'voss', u'rule', u'week']
[u'govt', u'pressur', u'chang', u'forest', u'plan']
[u'wallabi', u'stick', u'experiment', u'team']
[u'wallabi', u'smith', u'test', u'seri']
[u'waugh', u'sober', u'collect', u'birthday', u'honour']
[u'western', u'queensland', u'honour']
[u'wheat', u'farmer', u'urg', u'plough']
[u'wilson', u'port', u'saint', u'clash']
[u'woman', u'alleg', u'bedroom']
[u'world', u'impress', u'aust', u'respons', u'bali', u'bomb']
[u'young', u'produc']
[u'open', u'batsman', u'vermuelen', u'send', u'home', u'disgrac']
[u'levi', u'plan', u'age', u'care', u'bed']
[u'abar', u'say', u'drought', u'govt', u'sure']
[u'olympian', u'settl', u'damag', u'defam']
[u'review', u'rockhampton', u'district', u'boundari']
[u'milan', u'sign', u'cafu']
[u'alleg', u'fraud', u'uncov', u'aborigin', u'council']
[u'amc', u'rocki', u'plant', u'save', u'stakehold']
[u'ansett', u'levi', u'go', u'sooner', u'oppn']
[u'anthrax', u'probe', u'lead', u'maryland', u'pond']
[u'anti', u'social', u'behaviour', u'fare', u'evas']
[u'atsic', u'consid', u'legal', u'action', u'fund']
[u'australia', u'wide', u'wale', u'flatley']
[u'australian', u'actor', u'die', u'hollywood']
[u'australian', u'advis', u'avoid', u'mauritania']
[u'australian', u'evacu', u'liberia']
[u'babi', u'bonus', u'unfair', u'democrat']
[u'bacon', u'tightlip', u'bass', u'strait', u'ferri']
[u'bakeri', u'owner', u'appeal', u'fine']
[u'bank', u'defi', u'wall', u'street']
[u'barossa', u'valley', u'fast', u'food', u'outlet', u'anger', u'resid']
[u'beckham', u'hint', u'transfer']
[u'blair', u'defend', u'britain', u'euro', u'stanc']
[u'blue', u'prepar', u'best', u'gould']
[u'boat', u'plan', u'public', u'comment']
[u'brack', u'upset', u'wont', u'help', u'thank', u'troop']
[u'burk', u'comeback', u'hold', u'fail', u'fit', u'test']
[u'burk', u'push', u'retain', u'seat', u'lower', u'hous']
[u'busi', u'usual', u'bok', u'scot']
[u'call', u'pool', u'fenc', u'inspect']
[u'upgrad', u'kalgoorli', u'region', u'hospit']
[u'carmodi', u'remind', u'busi']
[u'central', u'aust', u'state', u'meet', u'justic']
[u'chief', u'justic', u'take', u'administr', u'tasmania']
[u'china', u'lead', u'world', u'newspap', u'sale', u'report']
[u'china', u'gorg', u'close', u'requir', u'level']
[u'clark', u'welcom', u'settlement']
[u'come', u'kyli', u'tell', u'brit']
[u'commission', u'downplay', u'katherin', u'crime', u'rise']
[u'communiti', u'urg', u'discuss', u'chang', u'elector']
[u'communiti', u'consult', u'histor', u'valu', u'tree']
[u'communiti', u'meet', u'discuss', u'refineri', u'health', u'concern']
[u'communiti', u'consult', u'road', u'closur']
[u'concern', u'rais', u'taxi', u'secur', u'camera']
[u'confid', u'start', u'schuettler', u'hall']
[u'consum', u'confid', u'fall', u'survey']
[u'continu', u'dredg', u'need', u'helen']
[u'coron', u'rule', u'leski', u'probe']
[u'council', u'consid', u'retir', u'villag', u'project']
[u'council', u'ditch', u'hour', u'secur', u'patrol', u'plan']
[u'council', u'unhappi', u'sunwat', u'water', u'restrict']
[u'crean', u'disappoint', u'hawk', u'stanc']
[u'crime', u'spree', u'finish', u'year', u'jail', u'sentenc']
[u'danih', u'say', u'demon', u'biggest', u'challeng', u'career']
[u'evid', u'link', u'year', u'rape', u'case']
[u'dog', u'bomb', u'sniffer']
[u'donat', u'climb', u'bendigo', u'tornado', u'victim']
[u'downer', u'concern', u'sydney', u'qaeda', u'link']
[u'apologis', u'fals', u'murder', u'charg']
[u'dragon', u'drop', u'riddel', u'girdler']
[u'driver', u'heed', u'polic', u'road', u'warn']
[u'driver', u'ignor', u'drink', u'drive', u'warn']
[u'tourism', u'attract', u'open', u'soon', u'break', u'hill']
[u'elect', u'surgeri', u'get', u'chop', u'wangaratta', u'hospit']
[u'elia', u'charg', u'sydney', u'shoot']
[u'engin', u'begin', u'flood', u'investig']
[u'england', u'itali', u'action', u'marathon', u'season', u'near']
[u'etchel', u'winner', u'look', u'bigger', u'challeng']
[u'euro', u'countdown', u'clock', u'unveil']
[u'expert', u'fish', u'inland', u'water', u'solut']
[u'farmer', u'urg', u'ignor', u'wheat', u'virus', u'report']
[u'ferri', u'cop', u'match']
[u'ferri', u'plead', u'guilti', u'danger', u'throw', u'charg']
[u'fevola', u'mckay', u'tribun']
[u'figur', u'improv', u'drought', u'affect', u'area']
[u'finnan', u'agre', u'liverpool', u'deal']
[u'flower', u'bloom', u'pakistan']
[u'ford', u'show', u'funni']
[u'forest', u'plan', u'delay', u'blame']
[u'balmain', u'star', u'elia', u'charg', u'sydney']
[u'gundagai', u'woman', u'die', u'india']
[u'command', u'seek', u'amnesti']
[u'qanta', u'worker', u'deni', u'qaeda', u'link']
[u'state', u'parliamentarian', u'receiv', u'state']
[u'forward', u'england', u'victori', u'zealand']
[u'arrest', u'thailand', u'embassi', u'bomb', u'plot']
[u'soldier', u'wound', u'iraq']
[u'frontbench', u'beazley', u'tomorrow']
[u'fund', u'commit', u'court', u'hous', u'upgrad']
[u'gambl', u'counsellor', u'prais', u'remov']
[u'german', u'tightrop', u'artist', u'spectacular', u'rhine']
[u'goldfield', u'crash', u'victim', u'name']
[u'gould', u'dismiss', u'home', u'grind', u'advantag']
[u'govern', u'thank', u'back', u'project']
[u'govt', u'concern', u'drug', u'dealer', u'claim', u'benefit']
[u'govt', u'criticis', u'slow', u'repons', u'transport']
[u'govt', u'scrap', u'ansett', u'levi']
[u'govt', u'spend', u'extend', u'mabthera', u'list']
[u'govt', u'spend', u'radar', u'technolog']
[u'goward', u'encourag', u'matern', u'allow', u'propos']
[u'great', u'barrier', u'reef', u'zone', u'consult', u'begin']
[u'green', u'urg', u'extra', u'assist', u'disadvantag']
[u'hama', u'leader', u'surviv', u'missil', u'strike', u'report']
[u'hama', u'vow', u'increas', u'attack', u'assassin']
[u'hama', u'vow', u'step', u'attack', u'assassin']
[u'hammer', u'boost', u'jam']
[]
[u'victim', u'award']
[u'home', u'loan', u'slight', u'declin']
[u'hunter', u'coal', u'export', u'asian']
[u'walk', u'home', u'dont', u'wimbledon', u'goran']
[u'increas', u'water', u'charg', u'possibl']
[u'inspir', u'john', u'wait', u'origin']
[u'interpret', u'access', u'hospit']
[u'investig', u'begin', u'truck']
[u'investig', u'continu', u'motorcycl', u'crash']
[u'iraqi', u'stall', u'sell', u'video', u'tortur']
[u'accid', u'prompt', u'call', u'tighter']
[u'jobless', u'rate', u'winter']
[u'john', u'fire', u'origin']
[u'kelpi', u'prove', u'record', u'sale']
[u'kempsey', u'council', u'discuss', u'draft', u'financi', u'plan']
[u'kidnapp', u'report', u'releas', u'staff', u'georgia']
[u'kid', u'club', u'attribut', u'reduc', u'crime']
[u'kiwi', u'pair', u'test', u'debut', u'england']
[u'kournikova', u'injuri', u'blow']
[u'labor', u'tear', u'apart', u'say', u'senat']
[u'lake', u'macquari', u'council', u'bring', u'budget']
[u'lewi', u'book', u'showdown', u'contend', u'klitschko']
[u'local', u'farmer', u'spark', u'pelletis', u'plant', u'idea']
[u'luton', u'investig', u'wimbledon', u'merger']
[u'fin', u'indec', u'act']
[u'face', u'court', u'ride', u'accid']
[u'serv', u'jail', u'time', u'throw', u'knife']
[u'market', u'send', u'wool', u'price', u'spin']
[u'mcgradi', u'disappoint', u'parent', u'hoon']
[u'menzi', u'readi', u'blue', u'kennedi']
[u'milan', u'berlusconi', u'back', u'away', u'beckham']
[u'minist', u'confid', u'green', u'paper', u'wont', u'affect']
[u'minist', u'put', u'famili', u'coff', u'visit']
[u'mobil', u'phone', u'coverag', u'improv']
[u'money', u'concern', u'hold', u'maralinga', u'handov']
[u'drink', u'driver', u'fatal', u'polic']
[u'morley', u'dupain', u'work', u'donat', u'canberra', u'galleri']
[u'motorbik', u'stunt', u'land', u'hospit']
[u'motorist', u'urg', u'headlight']
[u'ask', u'govt', u'address', u'sandbar', u'issu']
[u'partner', u'kill', u'accid']
[u'mysteri', u'distress', u'flare', u'spark', u'search']
[u'final', u'star', u'chase', u'olymp', u'gold']
[u'net', u'face', u'matchup', u'final']
[u'attract', u'hope', u'draw', u'visitor', u'qanta']
[u'coral', u'reef']
[u'featur', u'appl', u'grape', u'festiv']
[u'initi', u'help', u'council', u'maintain', u'local']
[u'jersey', u'home', u'hockey', u'silverwar']
[u'speed', u'camera', u'target', u'school']
[u'outpost', u'dismantl', u'israel']
[u'korea', u'nuclear', u'talk', u'good', u'say', u'downer']
[u'appoint', u'commission', u'rank']
[u'farmer', u'worri', u'prop', u'ail', u'aust']
[u'palestinian', u'shoot', u'outsid', u'jewish', u'settlement', u'armi']
[u'panther', u'rooster', u'breach', u'notic']
[u'parri', u'councillor', u'deni', u'agreement', u'merg']
[u'passeng', u'tax', u'better', u'safeti']
[u'petit', u'sway', u'doubl', u'jeopardi', u'argument']
[u'phillip', u'begin', u'redback']
[u'physic', u'trainer', u'dump', u'indian', u'cricket', u'team']
[u'pilbara', u'region', u'focus', u'intern']
[u'play', u'off', u'world', u'team']
[u'govt', u'propos', u'major', u'chang']
[u'polic', u'investig', u'serial', u'indec', u'expos']
[u'polic', u'look', u'knife', u'attack']
[u'public', u'reason', u'drug', u'refus']
[u'push', u'nurs', u'educ', u'chang']
[u'govt', u'urg', u'heed', u'doubl', u'jeopardi', u'petit']
[u'queen', u'birthday', u'honour', u'recognis', u'central']
[u'railway', u'line', u'caus', u'access', u'problem']
[u'ranger', u'portugues', u'star']
[u'region', u'growth', u'hop', u'rest', u'book']
[u'region', u'need', u'input', u'budget']
[u'road', u'upgrad', u'wyndham']
[u'netbal', u'world']
[u'busi', u'group', u'fight', u'wage', u'increas']
[u'growth', u'slow']
[u'school', u'student', u'return', u'suspens']
[u'scientist', u'releas', u'treatment', u'injur', u'race']
[u'scotland', u'lambert', u'quit', u'plan', u'hold']
[u'seagul', u'hope', u'bounc', u'ipswich']
[u'seven', u'soldier', u'dead', u'injur', u'aceh', u'violenc']
[u'simpson', u'daniel', u'strengthen', u'england']
[u'korea', u'reiter', u'nuclear', u'weapon', u'stanc']
[u'solar', u'cycl', u'challeng', u'light']
[u'sosa', u'basebal', u'appeal', u'begin', u'tuesday']
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[u'child', u'tortur', u'case', u'say', u'mean']
[u'nairn', u'air', u'concern']
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[u'sign', u'perec', u'french', u'head', u'coach']
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[u'olymp', u'champion', u'cameroon', u'begin']
[u'parti', u'heavyweight', u'undermin', u'burk']
[u'patern', u'test', u'rock', u'lobster']
[u'pilot', u'follow', u'procedur', u'report', u'find']
[u'urg', u'public', u'welcom', u'home', u'troop']
[u'polic', u'hunt', u'video', u'store', u'arm', u'bandit']
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[u'polic', u'releas', u'name', u'dead', u'fishermen']
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[u'potter', u'book', u'fall', u'truck']
[u'privat', u'famili', u'funer', u'billi', u'wentworth']
[u'profish', u'happi', u'move', u'stop', u'illeg', u'fish']
[u'public', u'get', u'water', u'restrict', u'remind']
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[u'rail', u'bypass', u'meet', u'agenda']
[u'rain', u'delay', u'water', u'restrictionsfor']
[u'cross', u'call', u'blood', u'donat']
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[u'totalcar', u'industri', u'shut']
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[u'windi', u'uncap', u'taylor', u'lanka', u'test']
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[u'wright', u'miss', u'season', u'start', u'freak']
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[u'australia', u'cambodia', u'work']
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[u'bargain', u'milk', u'price']
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[u'child', u'rapist', u'releas', u'brisban']
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[u'david', u'beckham', u'superstar']
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[u'debat', u'rag', u'vote', u'valu']
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[u'fear', u'takeov', u'cost', u'grape', u'grow', u'romanc']
[u'feder', u'commission', u'criticis', u'racist', u'incid']
[u'felix', u'fast', u'track', u'sprint', u'success']
[u'filipino', u'polic', u'arrest', u'alleg', u'bomb', u'suspect']
[u'find', u'iraqi', u'wmds', u'urgent']
[u'firefight', u'welcom', u'safeti', u'initi']
[u'fitzgibbon', u'confid', u'recoveri', u'second', u'origin']
[u'gallop', u'pull', u'robert', u'line', u'curfew', u'comment']
[u'crop', u'studi', u'question', u'rais']
[u'good', u'econom', u'time', u'kambalda']
[u'gough', u'anderson', u'stop', u'pakistan']
[u'govt', u'deceiv', u'student', u'degre', u'cost', u'say']
[u'govt', u'defend', u'doctor', u'bond', u'plan']
[u'govt', u'labor', u'trade', u'blow', u'weapon', u'inquiri']
[u'govt', u'move', u'toughen', u'mandatori', u'detent', u'power']
[u'govt', u'plan', u'adelaid', u'entertain', u'centr', u'precinct']
[u'govt', u'bushfir', u'packag', u'farmer']
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[u'grey', u'face', u'tough', u'initi']
[u'group', u'reject', u'takeov', u'claim']
[u'health', u'clinic', u'back', u'cheap', u'liquor', u'remov', u'plan']
[u'hewitt', u'defam']
[u'hollingworth', u'move', u'govt', u'hous']
[u'hopoat', u'fin', u'play', u'rugbi', u'union', u'match']
[u'hopoat', u'fin', u'rugbi', u'union', u'appear']
[u'hous', u'plan', u'chang', u'disadvantag', u'elder']
[u'huge', u'demand', u'crocodil', u'farm']
[u'hundr', u'homeless', u'timor', u'flood']
[u'india', u'brace', u'flood']
[u'indigen', u'fisher', u'demand', u'chang', u'fisheri']
[u'indigen', u'land', u'deal', u'near', u'complet']
[u'inquiri', u'probe', u'intellig']
[u'intellig', u'offic', u'reject', u'wilki', u'bali', u'claim']
[u'irrig', u'gather', u'berri']
[u'japan', u'surf', u'world', u'championship', u'postpon']
[u'leader', u'financ', u'philippin', u'bomb', u'court', u'hear']
[u'juri', u'find', u'employe', u'guilti', u'theft']
[u'juri', u'consid', u'verdict', u'wife', u'stab', u'case']
[u'klitschko', u'appli', u'mind', u'bodi', u'sport']
[u'labor', u'keep', u'pressur', u'intellig']
[u'lamb', u'worth', u'steal']
[u'lantana', u'number', u'weed', u'list']
[u'latif', u'pleas', u'pakistan', u'attitud']
[u'leak', u'letter', u'prove', u'govt', u'effici', u'review']
[u'legisl', u'aim', u'pressur', u'public']
[u'liberian', u'rebel', u'accus', u'govt', u'troop', u'break']
[u'lion', u'slam', u'mccs', u'attitud', u'final', u'fixtur']
[u'local', u'govt', u'group', u'welcom', u'water', u'plan', u'delay']
[u'locum', u'bring', u'surgeon', u'talk', u'fail']
[u'magistr', u'apologis', u'famili', u'dismiss']
[u'charg', u'take', u'photo', u'rivkin', u'jail']
[u'die', u'daughter', u'condit', u'hous']
[u'fin', u'vessel', u'sink']
[u'jail', u'polic', u'attack']
[u'kidnap', u'charg', u'remand', u'custodi']
[u'sentenc', u'knife', u'scare', u'flight']
[u'melbourn', u'gene', u'centr', u'focus', u'diseas', u'research']
[u'millennium', u'manufactur', u'carr']
[u'million', u'dollar', u'fraudster', u'avoid', u'jail']
[u'project', u'get', u'ahead', u'year', u'fight']
[u'countri', u'peopl', u'take', u'ambul', u'membership']
[u'rescu', u'offic', u'train']
[u'muckert', u'suspend', u'danger', u'throw']
[u'nasa', u'delay', u'mar', u'rover', u'launch']
[u'neitz', u'address', u'team', u'train']
[u'neitz', u'expect', u'fine', u'casino', u'scuffl']
[u'mayor', u'aim', u'boost', u'servic']
[u'potter', u'book', u'prompt', u'look', u'film', u'ahead']
[u'korea', u'vow', u'increas', u'atom', u'forc']
[u'word', u'rock', u'lobster', u'season', u'plan']
[u'open', u'scrap', u'short', u'jail', u'term']
[u'move', u'allow', u'mobil', u'tower', u'nation', u'park']
[u'parliament', u'approv', u'moratorium']
[u'commission', u'welcom', u'atsic', u'discuss', u'paper']
[u'minist', u'reject', u'rush', u'legisl', u'claim']
[u'politician', u'polic', u'interview']
[u'lawyer', u'sentenc', u'year', u'kidnap', u'plot']
[u'opposit', u'defend', u'push', u'weapon', u'inquiri']
[u'outback', u'challeng', u'lucrat', u'break', u'hill']
[u'group', u'back', u'educ', u'restructur']
[]
[u'paperlinx', u'major', u'european', u'acquisit']
[u'parent', u'concern', u'reduc', u'bowl', u'particip']
[u'farmer', u'face', u'water', u'shortag', u'woe']
[u'plaintiff', u'landmark', u'abort', u'case', u'want']
[u'polic', u'commission', u'concern', u'high', u'speed']
[u'polic', u'confirm', u'investig', u'son']
[u'polic', u'investig', u'brawl', u'yarrabah']
[u'poor', u'water', u'pressur', u'colli']
[u'powel', u'criticis', u'burma', u'detain']
[u'foster', u'carer', u'audit']
[u'queensland', u'student', u'head', u'bali', u'bomb', u'trial']
[u'question', u'time', u'cancel', u'welcom', u'home', u'parad']
[u'rail', u'project', u'integr', u'manganes', u'plan']
[u'railway', u'unlik', u'sink', u'road', u'transport']
[u'read', u'skill', u'turn', u'dairi', u'cattl', u'cash']
[u'real', u'galaxi', u'expand']
[u'record', u'budget', u'wangaratta']
[u'research', u'surplus', u'embryo', u'step', u'closer']
[u'resid', u'refuge', u'concern']
[u'resid', u'urg', u'offer', u'feedback', u'wast']
[u'resid', u'want', u'bypass', u'rout', u'announc']
[u'ricegrow', u'unhappi', u'delay', u'water', u'share']
[u'riot', u'motorcycl', u'death']
[u'rivkin', u'undergo', u'brain', u'surgeri']
[u'rowl', u'kill', u'potter', u'charact']
[u'rural', u'doctor', u'indemn', u'concern']
[u'rusedski', u'aynaoui', u'eas', u'nottingham']
[u'govt', u'announc', u'tune', u'live', u'music']
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[u'environ', u'minist', u'meet', u'fishermen']
[u'ethanol', u'plant', u'remain', u'hold']
[]
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[u'chines', u'presid', u'talk', u'sar', u'trade']
[u'claim', u'polic', u'mistreat', u'alleg', u'rasta', u'associ']
[u'club', u'link', u'golf', u'plan', u'cours']
[u'cole', u'myer', u'propos', u'bonus']
[u'colli', u'clean', u'major', u'tidi', u'town', u'award']
[u'commiss', u'determin', u'antarct', u'catch', u'level']
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[u'confer', u'probe', u'viabil', u'hydrogen', u'power']
[u'continu', u'cover', u'alleg', u'heiner', u'affair']
[u'coria', u'win', u'basel', u'nalbandian', u'withdraw']
[u'corri', u'fli', u'home', u'pregnant', u'wife']
[u'council', u'consid', u'produc', u'store', u'plan']
[u'countri', u'swim', u'meet', u'plan', u'alburi', u'wodonga']
[u'coupl', u'lose', u'rainforest', u'log', u'battl']
[u'court', u'hear', u'marriag', u'split', u'spur', u'stab']
[u'detect', u'seek', u'extradit', u'alleg', u'kidnapp']
[u'develop', u'effort', u'convinc']
[u'dodson', u'launch', u'biographi']
[u'eagl', u'outmuscl', u'japan', u'thriller']
[u'editor', u'get', u'suspend', u'jail', u'term', u'insult']
[u'kill', u'china', u'accid']
[u'england', u'face', u'sanction', u'extra']
[u'england', u'skipper', u'call', u'stark', u'improv']
[u'eritrea', u'expect', u'slaughter', u'sheep']
[u'esper', u'perman', u'clinic', u'school', u'access']
[u'eurobodalla', u'resid', u'face', u'water', u'restrict']
[u'nakason', u'retir', u'japanes', u'polit']
[u'export', u'meat', u'trade', u'menu', u'region', u'forum']
[u'destroy', u'carpent', u'rock', u'home']
[u'firefight', u'union', u'warn', u'inadequ', u'risk']
[u'firm', u'continu', u'shore', u'reserv', u'explor']
[u'fishermen', u'seek', u'fund', u'great', u'barrier', u'reef']
[u'fisher', u'shark', u'research', u'scheme']
[u'councillor', u'sure', u'palm', u'island', u'council']
[u'yugoslav', u'armi', u'offic', u'face', u'crime']
[u'foster', u'consid', u'share', u'buyback']
[u'franc', u'adopt', u'cop', u'tactic', u'say', u'ibanez']
[u'free', u'trade', u'talk', u'resum', u'canberra']
[u'fund', u'shortfal', u'affect', u'theatr', u'show']
[u'ganguli', u'target', u'australia', u'match', u'return']
[u'germani', u'websit', u'inhabit']
[u'gladston', u'near', u'cancer', u'treatment', u'trial']
[u'godolphin', u'cool', u'mamool', u'form']
[u'govt', u'defend', u'qaeda', u'suspect', u'probe']
[u'govt', u'defend', u'disabl', u'assist', u'cut']
[u'govt', u'pledg', u'super', u'incom', u'earner']
[u'govt', u'build', u'hous', u'polic', u'offic']
[u'grain', u'farmer', u'look', u'skyward', u'rain']
[u'green', u'seek', u'inquiri', u'visit']
[u'gun', u'seiz', u'farm', u'raid']
[u'hawk', u'sydney', u'king']
[u'henri', u'cracker', u'see', u'arsenal']
[u'henri', u'spur', u'say', u'charvi']
[u'howard', u'quiet', u'memori', u'snub']
[u'hunter', u'valley', u'road', u'toll', u'increas']
[u'india', u'aveng', u'final', u'defeat']
[u'indian', u'rock', u'star', u'face', u'human', u'traffic', u'charg']
[u'indigen', u'fish', u'forum', u'focus', u'sustain']
[u'indigen', u'group', u'introduc', u'fraser', u'permit']
[u'indigen', u'leader', u'vow', u'etern', u'flame', u'alight']
[u'indonesia', u'join', u'talk', u'illeg', u'fish']
[u'industri', u'target', u'chines', u'tourist']
[u'injur', u'umaga', u'comeback', u'track']
[u'inquest', u'begin', u'murder', u'suicid']
[u'inquiri', u'consid', u'blanket', u'export']
[u'investig', u'continu', u'south', u'coast', u'accid']
[u'iraqi', u'aluminium', u'shipment', u'intercept', u'aust']
[u'ireland', u'loosen', u'australia', u'jone']
[u'island', u'pin', u'econom', u'hop', u'minist']
[u'isra', u'plan', u'settler', u'outpost', u'defi', u'road']
[u'itiner', u'death', u'rule', u'suspici', u'polic']
[u'jone', u'wad', u'extra']
[u'jubil', u'clijster', u'complet', u'quick', u'return']
[u'juventus', u'milan', u'clear', u'seri']
[u'kirsten', u'smack', u'centuri', u'tough', u'target']
[u'kobe', u'fate', u'loom', u'larg', u'season', u'open']
[u'kuerten', u'captur', u'petersburg', u'crown']
[u'labor', u'councillor', u'rais', u'hand']
[u'labor', u'blast', u'howard', u'bush', u'memori', u'visit']
[u'leav', u'shoe', u'fetish', u'leav', u'women', u'hop']
[u'lesli', u'appeal', u'wednesday']
[u'lib', u'choos', u'bendigo', u'candid']
[u'lib', u'choos', u'mcmillan', u'candid']
[u'lifetim', u'injuri', u'cost', u'billion', u'year']
[u'luca', u'height', u'spend', u'fuel', u'rod', u'shipment', u'franc']
[u'die', u'gold', u'coast', u'bike', u'accid']
[u'hospit', u'wagga', u'blaze']
[u'remain', u'hospit', u'graffiti', u'offend']
[u'remand', u'melbourn', u'murder']
[u'face', u'melbourn', u'court', u'murder', u'charg']
[u'mercuri', u'rise', u'queensland', u'west']
[u'migrat', u'court', u'case', u'face', u'greater', u'scrutini']
[u'miner', u'golden', u'opportun', u'west']
[u'minimbah', u'wast', u'decis', u'loom']
[u'minist', u'ask', u'rethink', u'north', u'west']
[u'minist', u'strand', u'second', u'ayer', u'rock']
[u'mini', u'tornado', u'tear', u'stanthorp']
[u'mortar', u'attack', u'kill', u'soldier', u'iraqi', u'prison']
[u'moscow', u'mark', u'theatr', u'hostag', u'raid']
[u'pleas', u'weekend', u'summit']
[u'say', u'govt', u'wear', u'cormo', u'sheep', u'cost']
[u'gambier', u'show', u'mix', u'respons', u'sunday', u'trade']
[u'museum', u'track', u'road', u'reopen']
[u'museum', u'honour', u'italian', u'screen', u'master', u'fellini']
[u'namibia', u'prepar', u'world', u'match', u'launceston']
[u'blast', u'follow', u'baghdad', u'hotel', u'attack']
[u'england', u'health', u'appoint', u'inverel', u'manag']
[u'polic', u'power', u'curb', u'chrome']
[u'rural', u'doctor', u'chief', u'lobbi', u'fresh', u'approach']
[u'nigerian', u'court', u'sentenc', u'briton', u'death', u'murder']
[u'nigerian', u'islam', u'leader', u'declar', u'vaccin', u'unsaf']
[u'kill', u'quak', u'china']
[u'welcom', u'home', u'australian', u'troop']
[u'north', u'coast', u'clean', u'hail', u'storm']
[u'reject', u'upper', u'hous', u'inquiri', u'hospit']
[u'educ', u'minist', u'want', u'teach', u'place']
[u'improv', u'teach', u'condit', u'mcgauran']
[u'resort', u'owner', u'improv', u'protect']
[u'centrebet', u'sell', u'sydney', u'bookmak']
[u'ohern', u'runner', u'madrid']
[u'oneil', u'defend', u'namibia', u'rout']
[u'open', u'day', u'prove', u'posit', u'grenfel', u'real', u'estat']
[u'organ', u'donor', u'urg', u'discuss', u'plan', u'relat']
[u'osullivan', u'reliev', u'narrow']
[u'pair', u'face', u'court', u'drug', u'charg']
[u'pair', u'face', u'drug', u'charg', u'toowoomba']
[u'pair', u'face', u'trial', u'arm', u'robberi']
[u'perth', u'recov', u'israel', u'protest', u'shoot']
[u'plan', u'nation', u'park', u'accompani', u'hous']
[u'polic', u'ship', u'plan', u'look', u'miss', u'pilot']
[u'polic', u'defend', u'speed', u'camera']
[u'polic', u'hunt', u'supermarket', u'arm', u'bandit']
[u'polic', u'probe', u'ralli', u'death']
[u'polic', u'brawl', u'action']
[u'poor', u'visibl', u'hamper', u'chopper', u'search']
[u'postcard', u'bandit', u'polit', u'prison', u'lawyer']
[u'postcard', u'bandit', u'polit', u'prison', u'beatti']
[u'power', u'seek', u'probe', u'defend', u'break']
[u'premier', u'urg', u'push', u'busi', u'china']
[u'produc', u'concern', u'live', u'sheep', u'trade']
[u'protea', u'battl', u'save', u'second', u'test']
[u'public', u'servant', u'mental', u'health', u'claim', u'blow']
[u'storm', u'creat', u'damag']
[u'ralli', u'industri', u'manslaught', u'law']
[u'rann', u'unmov', u'push', u'immedi', u'smoke']
[u'recreat', u'group', u'receiv', u'loan', u'repair', u'marina']
[u'relief', u'sheep', u'touch', u'eritrea']
[u'rescuer', u'search', u'trap', u'russian', u'miner']
[u'research', u'studi', u'link', u'chemotherapi']
[u'resourc', u'bank', u'drag', u'market', u'lower']
[u'reward', u'offer', u'year', u'murder', u'inform']
[u'riverland', u'chief', u'confid', u'health', u'servic', u'boost']
[u'robinson', u'plead', u'guilti', u'fraud', u'charg']
[u'royal', u'butler', u'book', u'hit', u'shelv']
[u'rugbi', u'test', u'return', u'adelaid']
[u'rural', u'doctor', u'intensifi', u'lobbi']
[u'ryan', u'take', u'public', u'reserv', u'plea', u'parliament']
[u'cabinet', u'consid', u'region', u'develop', u'board']
[u'oppn', u'hear', u'irrig', u'issu']
[u'scud', u'master', u'boost']
[u'search', u'miss', u'pilot', u'call']
[u'senat', u'debat', u'telstra', u'sale']
[u'senat', u'reconsid', u'sale', u'telstra']
[u'call', u'help', u'gold', u'coast', u'storm', u'clean']
[u'help', u'storm', u'clean']
[u'singapor', u'clarifi', u'comment', u'australia']
[u'singh', u'win', u'florida', u'ogilvi', u'ninth']
[u'soap', u'diet', u'doesnt', u'fatten']
[u'solicitor', u'preselect', u'labor', u'candid']
[u'souness', u'face', u'touchlin']
[u'southern', u'set', u'koala', u'movi']
[u'south', u'west', u'school', u'boost']
[u'stang', u'relish', u'iraq', u'challeng']
[u'storm', u'bring', u'rain', u'rocki', u'region']
[u'studio', u'hope', u'matrix', u'film', u'strike', u'blow']
[u'sugiyama', u'lift', u'linz', u'titl']
[u'survey', u'find', u'high', u'ambul', u'servic', u'satisfact']
[u'hospit', u'union', u'promot', u'smoke']
[u'west', u'coast', u'properti', u'demand']
[u'offic', u'target', u'barter']
[u'tenni', u'star', u'draper', u'mull', u'switch', u'golf']
[u'terrorist', u'screen', u'process', u'question']
[u'thousand', u'build', u'worker', u'march']
[u'tidi', u'town', u'effort', u'west', u'woman']
[u'timber', u'staff', u'donat', u'wag', u'lock', u'colleagu']
[u'traci', u'wrap', u'champ', u'championship']
[u'explos', u'central', u'baghdad', u'militari']
[u'kill', u'bali', u'polit', u'violenc']
[u'shoot', u'tavern', u'hold']
[u'unionist', u'artist', u'lobbi', u'free', u'trade', u'deal']
[u'union', u'lobbi', u'peer', u'wake', u'court', u'trial']
[u'say', u'trade', u'deal', u'wont', u'kill']
[u'util', u'speak', u'infrastructur', u'cost']
[u'vandal', u'attack', u'newli', u'refurbish', u'surf', u'club']
[u'vuuren', u'return', u'shellshock', u'namibia']
[u'venus', u'william', u'pull', u'philadelphia']
[u'govt', u'roll', u'stamp', u'duti', u'bonanza']
[u'opposit', u'label', u'calder', u'meet', u'stunt']
[u'govt', u'crack', u'mullewa', u'youth', u'woe']
[u'wallabi', u'sterner', u'test', u'gregan']
[u'water', u'alert', u'remain', u'time']
[u'winemak', u'bortoli', u'die']
[u'yulara', u'bushfir', u'control']
[u'zimbabw', u'media', u'director', u'arrest', u'paper', u'shut']
[u'zimbabw', u'polic', u'charg', u'newspap']
[u'ralli', u'broadcast']
[u'abattoir', u'open', u'prompt', u'call', u'industri', u'review']
[u'abbott', u'readi', u'deal', u'democrat', u'medicar']
[u'affirm', u'commit', u'drug', u'rehab', u'program']
[u'spray', u'toxic', u'weed']
[u'afeaki', u'tonga']
[u'call', u'indigen', u'health', u'boost']
[u'anderson', u'ring', u'kangaroo', u'chang']
[u'share', u'slide']
[u'drug', u'chief', u'launch', u'trawl']
[u'award', u'honour', u'brave', u'north', u'coast', u'effort']
[u'azerbaijan', u'court', u'confirm', u'aliyev', u'presid']
[u'balshaw', u'dismiss', u'england', u'press']
[u'bank', u'weigh', u'aussi', u'market']
[u'beckham', u'real']
[u'biki', u'acquit', u'bomb', u'murder']
[u'brisban', u'charg', u'hack']
[u'broom', u'forum', u'voic', u'tourism', u'concern']
[u'bruce', u'rock', u'win', u'wheatbelt', u'tidi', u'town', u'honour']
[u'bush', u'doctor', u'bulk', u'bill', u'concess']
[u'busi', u'time', u'hour', u'servic']
[u'cadburi', u'schwepp', u'slash', u'workforc']
[u'greater', u'inroad', u'pacif', u'highway', u'fund']
[u'canada', u'tonga', u'play', u'pride']
[u'canberra', u'warn', u'fortress', u'mental']
[u'bomb', u'kill', u'fallujah']
[u'carr', u'announc', u'drug', u'jail']
[u'chang', u'sport', u'forum']
[u'charl', u'darwin', u'studi', u'heat', u'induc', u'ill']
[u'china', u'plan', u'man', u'space', u'flight']
[u'coast', u'compani', u'award', u'fund']
[u'coff', u'firm', u'take', u'heart', u'award']
[u'commonwealth', u'pass', u'loan', u'mark']
[u'complaint', u'unansw', u'matern', u'unit', u'closur']
[u'concern', u'angler', u'confid', u'status', u'chang']
[u'confer', u'hear', u'asylum', u'seeker', u'class']
[u'consum', u'watchdog', u'warn', u'cost']
[u'contractor', u'return', u'work']
[u'contract', u'shed', u'light', u'queen', u'elizabeth', u'oval']
[u'conveyor', u'breakdown', u'blame', u'port', u'congest']
[u'costa', u'announc', u'transport', u'safeti', u'bodi']
[u'council', u'appoint', u'assessor', u'review', u'yacht', u'club']
[u'council', u'approv', u'hutton', u'childcar', u'centr']
[u'council', u'approv', u'youth', u'facil']
[u'council', u'consid', u'princ', u'highway', u'fund', u'option']
[u'council', u'fight', u'public', u'access', u'plan', u'illawarra']
[u'council', u'take', u'windfarm', u'fight', u'parliament']
[u'council', u'reconsid', u'aerodrom']
[u'court', u'dismiss', u'packer', u'libel', u'case']
[u'court', u'hear', u'robinson', u'authoris', u'sign']
[u'crayfishermen', u'face', u'test']
[u'crop', u'properti', u'reach', u'record', u'price', u'auction']
[u'crowd', u'pleas', u'japanes', u'winless', u'remind', u'ella']
[u'custom', u'reveal', u'record', u'drug', u'seizur', u'year']
[u'damag', u'storm']
[u'democrat', u'unveil', u'medicar', u'polici']
[u'detent', u'centr', u'wors', u'zone']
[u'digit', u'licenc', u'disadvantag', u'countri', u'driver']
[u'disappoint', u'karat', u'kick', u'manslaught', u'plea']
[u'owner', u'warn', u'leav', u'pet', u'car']
[u'downer', u'accus', u'decept', u'iraq', u'tube']
[u'downer', u'say', u'iraq', u'mission', u'stay']
[u'drink', u'driver', u'number', u'rise']
[u'driver', u'get', u'second', u'chanc', u'high', u'speed', u'chase']
[u'dust', u'storm', u'sweep']
[u'eagl', u'flight', u'year', u'wait']
[u'egyptian', u'twin', u'play', u'week', u'surgeri']
[]
[u'england', u'turkey', u'charg', u'istanbul', u'brawl']
[u'england', u'team', u'beat', u'macqueen']
[u'give', u'ahead', u'dampier', u'port', u'dredg']
[u'eritrea', u'wont', u'sell', u'sheep', u'saudi', u'truss']
[u'export', u'enjoy', u'darwin', u'singapor', u'week']
[u'famili', u'shock', u'juri', u'decis', u'acquit', u'biki']
[u'farmer', u'hope', u'heaven', u'crop']
[u'fear', u'meter', u'expir', u'taxi', u'servic']
[u'govt', u'put', u'onus', u'bypass', u'govt']
[u'ferdinand', u'case', u'threat', u'fifa', u'council']
[u'fisheri', u'deni', u'fals', u'promis', u'claim']
[u'fish', u'licenc', u'suggest', u'incom', u'incent']
[u'flood', u'continu', u'caus', u'havoc', u'china']
[u'franc', u'bori', u'get', u'flight']
[u'freeman', u'take', u'scandal', u'person']
[u'french', u'weaken', u'team', u'face']
[u'shutdown', u'spark', u'plea', u'restrict', u'power']
[u'gerrard', u'readi', u'sign', u'anfield', u'deal']
[u'giant', u'turtl', u'wash', u'shore']
[u'glori', u'home', u'schedul']
[u'govt', u'tough', u'drive', u'shoot']
[u'govt', u'warn', u'pool', u'owner', u'avoid', u'fenc', u'fin']
[u'green', u'group', u'want', u'landhold', u'reveget', u'clear']
[u'group', u'meet', u'safe', u'place', u'plan']
[u'hail', u'spur', u'indi', u'start', u'rethink']
[u'hall', u'back', u'mamool', u'godolphin', u'drought']
[u'heal', u'name', u'spur', u'bench']
[u'henman', u'set', u'grosjean', u'reveng', u'clash']
[u'highway', u'upgrad', u'open', u'tourist', u'market']
[u'hobart', u'escap', u'cadburi', u'schwepp', u'cut']
[u'hobart', u'schoolgirl', u'win', u'visa', u'extens']
[u'hollingworth', u'media', u'advic', u'cost']
[u'household', u'keen', u'kerbsid', u'recycl']
[u'hundr', u'ralli', u'work', u'safeti', u'law']
[u'husband', u'accus', u'wife', u'slay', u'face', u'trial']
[u'icac', u'hear', u'evid', u'face', u'claim']
[u'indi', u'organis', u'consid', u'earli', u'start', u'avoid', u'rain']
[u'inquest', u'begin', u'longford', u'murder', u'suicid']
[u'ireland', u'bump', u'australia', u'rank']
[u'ireland', u'bump', u'australia', u'rugbi', u'rank']
[u'israel', u'attack', u'hezbollah', u'posit']
[u'jail', u'russian', u'millionair', u'say']
[u'japanes', u'woman', u'seek', u'asylum', u'north', u'korea']
[u'japan', u'head', u'elect', u'mode']
[u'kergunyah', u'death', u'lead', u'phone', u'repair', u'code']
[u'labor', u'promis', u'crack', u'medicar', u'team']
[u'larsson', u'celtic', u'exit']
[u'leagu', u'ratifi', u'club', u'decis']
[u'leas', u'jetti', u'face', u'rent', u'reassess']
[u'lee', u'stand', u'firm', u'telstra', u'sale']
[u'live', u'sheep', u'trade', u'assur', u'custom']
[u'lodg', u'closur', u'spark', u'age', u'care', u'fear']
[u'lucki', u'escap', u'hobart', u'councillor']
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[u'asian', u'tie', u'vital', u'economi', u'say']
[u'australian', u'kill', u'malaysian', u'home', u'invas']
[u'australian', u'qualifi', u'european', u'golf', u'tour']
[u'author', u'fear', u'dengu', u'outbreak']
[u'averag', u'wage', u'growth', u'slow']
[u'bargain', u'push', u'wall', u'street', u'higher']
[u'bat', u'bonanza', u'see', u'australia', u'beat', u'india']
[u'beeper', u'sniff', u'date']
[u'boss', u'defend', u'industri', u'relat', u'stanc']
[u'boss', u'defend', u'stanc']
[u'pledg', u'steer', u'clear', u'world', u'heritag', u'sit']
[u'warn', u'challeng', u'time']
[u'blair', u'promis', u'guantanamo', u'action']
[u'blix', u'doubt', u'iran', u'nuclear', u'claim']
[u'brawl', u'polic', u'busi']
[u'bremer', u'return', u'iraq', u'bush', u'bless']
[u'broadband', u'expens']
[u'sampl', u'posit', u'athlet']
[u'bulldog', u'snare', u'rawl']
[u'busi', u'happi', u'mall', u'road', u'decis']
[u'cairn', u'polic', u'defend', u'action', u'combat', u'drunk']
[u'latrob', u'valley', u'polic']
[u'canberra', u'trial', u'grey', u'water']
[u'casa', u'predict', u'month', u'wait', u'outcom', u'night']
[u'cash', u'boost', u'devil', u'diseas', u'research']
[u'chamber', u'push', u'reopen', u'rail', u'line']
[u'child', u'abus', u'widespread', u'institut', u'inquiri']
[u'china', u'warn', u'taiwan', u'crush', u'split']
[u'warn', u'lose', u'control', u'iraq']
[u'clean', u'begin', u'lake', u'hume', u'sewag', u'spill']
[u'clock', u'tick', u'free', u'trade', u'deal', u'scheiffer']
[u'chairman', u'visit', u'central', u'queensland']
[u'cole', u'myer', u'ring', u'sale']
[u'communiti', u'win', u'access', u'colleg', u'document']
[u'compo', u'barrier', u'reef', u'trawler', u'welcom']
[u'coroni', u'investig', u'polic', u'death']
[u'costello', u'capitalis', u'labor', u'split']
[u'council', u'consid', u'hous', u'crisi']
[u'council', u'deleg', u'drive', u'home', u'traffic', u'woe']
[u'council', u'brief', u'toxic', u'wast', u'dump', u'propos']
[u'court', u'order', u'falconio', u'suspect', u'extradit']
[u'criterium', u'carniv', u'entri', u'increas']
[u'data', u'ignor', u'indigen', u'peopl', u'committe']
[u'deadlock', u'staff', u'compani', u'rise']
[u'dept', u'hold', u'school', u'decis']
[u'derail', u'block', u'central', u'line']
[u'develop', u'organis', u'look', u'forum', u'industri']
[u'doctor', u'free', u'vaccin', u'children']
[u'dog', u'clear', u'fresco', u'din']
[u'dollar', u'post', u'year', u'high']
[u'dont', u'send', u'problem', u'indonesia']
[u'doohan', u'back', u'rossi', u'yamaha', u'success']
[u'doubt', u'cast', u'coastal', u'group', u'futur']
[u'drought', u'take', u'toll', u'cereal', u'harvest', u'crop']
[u'east', u'timor', u'australia', u'consid', u'divid']
[u'eden', u'score', u'clean', u'beach']
[u'england', u'obey', u'fifa', u'order', u'card', u'ban']
[u'error', u'speed', u'camera', u'suspend']
[u'abattoir', u'worker', u'enjoy', u'partial', u'entitl']
[u'falconio', u'suspect', u'face', u'extradit', u'hear']
[u'farmer', u'begin', u'malle', u'harvest']
[u'farmer', u'urg', u'milk', u'free', u'trade', u'agreement']
[u'fear', u'hold', u'queensland', u'rail', u'job']
[u'feder', u'overcom', u'nalbandian', u'jinx']
[u'ferdinand', u'delay', u'judgment', u'dope', u'case']
[u'fijian', u'apologis', u'missionari', u'descend']
[u'fijian', u'attempt', u'lift', u'cannib', u'curs']
[u'fishermen', u'safe', u'boat', u'capsiz']
[u'flintoff', u'star', u'england', u'sweep', u'banger', u'odi']
[u'forest', u'coach', u'snub', u'leed']
[u'onetel', u'boss', u'abandon', u'asset', u'transfer']
[u'zealand', u'pakistan', u'trip']
[u'nomin', u'west', u'ward']
[u'franc', u'offer', u'iraq', u'help', u'sovereignti', u'restor']
[u'fund', u'boost', u'gascoyn', u'group']
[u'gastro', u'outbreak', u'forc', u'hospit', u'closur']
[u'kiss', u'worth']
[u'gillespi', u'name', u'redback', u'squad']
[u'govt', u'accus', u'mislead', u'australian']
[u'govt', u'fudg', u'unemploy', u'figur', u'acoss']
[u'govt', u'pave', u'merger']
[u'govt', u'remov', u'licenc', u'restrict']
[u'govt', u'wait', u'result', u'casa', u'review', u'chopper']
[u'great', u'aussi', u'bushman', u'rememb']
[u'greec', u'play', u'bomb', u'attack', u'ahead', u'olymp']
[u'greek', u'compani', u'shape', u'ship']
[u'green', u'immigr', u'polici', u'chang']
[u'group', u'reject', u'award', u'chang']
[u'guantanamo', u'interpret', u'charg']
[u'crime', u'taskforc', u'raid', u'sydney', u'home']
[u'hama', u'condemn', u'riyadh', u'bomb', u'harm', u'islam']
[u'handl', u'kurd', u'damag', u'australia']
[u'help', u'hand', u'break', u'hill', u'art', u'group']
[u'high', u'court', u'dismiss', u'vote', u'appeal']
[u'hollywood', u'aussi', u'honour']
[u'hong', u'kong', u'enlist', u'farmer', u'catch', u'harbour', u'croc']
[u'hope', u'rain', u'boost', u'prawn', u'number']
[u'hop', u'ecotour', u'gather', u'lift', u'riverland']
[u'hospit', u'death', u'bali', u'bomb', u'week', u'reform']
[u'howard', u'criticis', u'trade', u'tariff']
[u'hunter', u'jaeger', u'debut']
[u'ibanez', u'want', u'better']
[u'icpa', u'welcom', u'inclus', u'teacher', u'school']
[u'indonesia', u'attack', u'australia', u'turn', u'asylum']
[u'inquiri', u'call', u'kurd', u'arriv']
[u'inquiri', u'tell', u'legal', u'face', u'uncertain', u'futur']
[u'investor', u'hope', u'offer', u'golden', u'opportun']
[u'iran', u'back', u'nuclear', u'watchdog', u'report']
[u'iraq', u'suicid', u'attack', u'hit', u'italian', u'base']
[u'reject', u'playground', u'work']
[u'irrig', u'allow', u'north', u'east', u'farmer']
[u'isra', u'troop', u'stage', u'gaza', u'incurs']
[u'italian', u'minist', u'tour', u'iraq', u'bomb', u'site']
[u'itali', u'send', u'carabinieri', u'nasiriyah']
[u'jack', u'readi', u'game', u'life', u'wallabi']
[u'japan', u'hold', u'troop', u'iraq']
[u'job', u'train', u'group', u'close']
[u'knowl', u'reject', u'bureaucrat', u'protect', u'claim']
[u'labor', u'fight', u'chang', u'bushfir', u'effort']
[u'labor', u'reveal', u'superannu', u'plan']
[u'labor', u'split', u'rich']
[u'lay', u'atmospher', u'decept', u'presid']
[u'lawyer', u'win', u'gong', u'film', u'script']
[u'lightn', u'strike', u'caus', u'blackout']
[u'love', u'doubl', u'put', u'bull', u'command']
[u'lunar', u'pole', u'dust', u'studi']
[u'mackay', u'council', u'worker', u'snap', u'strike']
[u'macquari', u'bank', u'deposit', u'healthi', u'profit']
[u'charg', u'mail', u'centr', u'stab']
[u'jail', u'melbourn', u'water', u'suppli', u'threat']
[u'question', u'melbourn', u'underworld', u'slay']
[u'take', u'millmerran', u'council', u'law']
[u'meatwork', u'hire', u'staff']
[u'member', u'get', u'council', u'wast', u'plan']
[u'face', u'rape', u'charg', u'alibi', u'court', u'tell']
[u'minist', u'defend', u'taxi', u'scheme', u'cap']
[u'minist', u'discuss', u'retrench', u'hunter', u'valley']
[u'defend', u'fmit']
[u'muster', u'death', u'prompt', u'safeti', u'helmet']
[u'nation', u'slam', u'trial', u'accuraci']
[u'navi', u'rescu', u'indonesian', u'fishermen']
[u'gene', u'test', u'cancer', u'treatment']
[u'steel']
[u'port', u'redevelop', u'save', u'agricultur']
[u'station', u'go', u'north', u'afghanistan']
[u'time', u'sentiment', u'say', u'galthi']
[u'troubl', u'lawrenc', u'presid', u'latham']
[u'nrma', u'aim', u'boost', u'road', u'safeti', u'audit', u'result']
[u'nrma', u'offic', u'road', u'tomorrow']
[u'auditor', u'probe', u'australian', u'institut', u'music']
[]
[u'green', u'question', u'labor', u'donat']
[u'polic', u'protect', u'lawsuit']
[u'tackl', u'drink', u'drive', u'offend']
[u'debat', u'thai', u'free', u'trade', u'opportun']
[u'govt', u'hop', u'resolut']
[u'nurs', u'home', u'death', u'spark', u'safeti', u'review']
[u'offic', u'raid', u'swiss', u'account', u'probe']
[u'nation', u'join', u'zone', u'rebat', u'debat']
[u'nation', u'seek', u'vote', u'death', u'penalti']
[u'oppn', u'say', u'water', u'whistleblow', u'receiv', u'rage']
[u'opposit', u'critic', u'closur', u'hospit']
[u'opposit', u'say', u'pittong', u'fit', u'govt', u'criteria']
[u'owen', u'leav', u'liverpool', u'option', u'open']
[u'patrol', u'probe', u'illeg', u'fish', u'trap']
[u'disput', u'disrupt', u'breakdown', u'servic']
[u'releas', u'passport', u'fraud', u'report']
[u'pole', u'beat', u'itali', u'friend']
[u'polic', u'question', u'stab', u'death']
[u'polic', u'releas', u'local', u'crime', u'figur']
[u'polic', u'face', u'court', u'lie', u'oath', u'charg']
[u'polic', u'question', u'prison', u'melbourn', u'murder']
[u'princip', u'target', u'educ', u'blueprint']
[u'properti', u'owner', u'warn', u'prepar', u'season']
[u'public', u'diamond', u'futur']
[u'public', u'urg', u'save', u'water', u'drought']
[u'dust', u'group', u'welcom', u'monitor']
[u'report', u'rais', u'indigen', u'learn', u'standard']
[u'report', u'show', u'mix', u'result', u'economi']
[u'reserv', u'bank', u'say', u'rat', u'rais', u'cool', u'hous']
[u'riverina', u'road', u'toll', u'grow']
[u'river', u'wast', u'caus', u'headach', u'council']
[u'roddick', u'agassi', u'beat', u'fererro']
[u'rspca', u'call', u'privat']
[u'irrig', u'welcom', u'murray', u'plan']
[u'school', u'contractor', u'talk', u'premier']
[u'scud', u'keep', u'shape', u'ahead', u'final']
[u'aim', u'peat']
[u'solomon', u'rebel', u'court', u'murder']
[u'south', u'africa', u'announc', u'aid', u'blitz']
[u'steadi']
[u'steel', u'tariff', u'rule', u'benefit', u'newcastl']
[u'steal', u'children', u'reunit', u'parent']
[u'strategist', u'push', u'busi', u'servic']
[u'studi', u'link', u'alzheim', u'diseas', u'smoke']
[u'survey', u'show', u'build', u'industri', u'growth']
[u'task', u'forc', u'gain', u'target', u'seven', u'murder']
[u'tasmania', u'play', u'littl', u'devil']
[u'prepar', u'anti', u'log', u'campaign']
[u'salmon', u'giant', u'make', u'splash']
[u'thorn', u'unworri', u'wallabi', u'haka', u'respons']
[u'creditor', u'meet']
[u'drop', u'battl', u'wine']
[u'tour', u'champ', u'defend', u'titl']
[u'turkish', u'kurd', u'beg', u'asylum']
[u'golf', u'world', u'champ', u'kick']
[u'soldier', u'kill', u'wound', u'iraq']
[u'extradit', u'broom', u'assault']
[u'wallabi', u'arriv', u'sydney']
[u'engin', u'award']
[u'union', u'predict', u'govt', u'backdown', u'reform']
[u'union', u'seek', u'billiton', u'execut', u'explan']
[u'union', u'challeng', u'execut']
[u'build', u'boom', u'lift', u'jam', u'hardi']
[u'twin', u'brother', u'doubl', u'crown']
[u'radiat', u'link', u'blind']
[u'vaccin', u'contract', u'meningococc', u'diseas']
[u'govt', u'consult', u'toxic', u'dump', u'sit']
[u'gear', u'season']
[u'wagga', u'nomin', u'senior', u'award']
[u'wallabi', u'weak', u'spot']
[u'premier', u'launch', u'region', u'develop', u'polici']
[u'water', u'author', u'clarifi', u'fine', u'power']
[u'wed', u'bell', u'ring', u'indian', u'mobil', u'phone']
[u'west', u'indi', u'zimbabw']
[u'wind', u'farm', u'boost', u'economi']
[u'wooden', u'love', u'forestri', u'minist', u'say']
[u'woodward', u'confid', u'catt', u'recal']
[u'woodward', u'make', u'chang', u'franc', u'clash']
[u'workcov', u'warn', u'industri', u'safeti', u'mesh']
[u'world', u'oldest', u'person', u'die', u'japan']
[u'zimbabw', u'court', u'rule', u'media', u'chief', u'stand', u'trial']
[u'abus', u'victim', u'urg', u'lodg', u'compo', u'claim']
[u'accident', u'hospit', u'death', u'ignor']
[u'diabet', u'rise', u'prompt', u'educ', u'campaign']
[u'actu', u'aim', u'minimum', u'wage', u'boost']
[u'advisori', u'committe', u'ask', u'consid', u'chang']
[u'keep', u'ticket', u'price', u'steadi']
[u'keep', u'ticket', u'price']
[u'agassi', u'schuettler', u'master', u'duel']
[u'disappoint', u'money', u'launder', u'outcom']
[u'consid', u'doubl', u'jeopardi', u'revamp']
[u'alfr', u'hospit', u'gastro', u'outbreak']
[u'black', u'determin', u'dump', u'choke']
[u'black', u'choker', u'gregan']
[u'hop', u'attract', u'doctor', u'canberra']
[u'urg', u'gympi', u'hospit']
[u'amwu', u'win', u'nation', u'support', u'protest', u'action']
[u'antarct', u'declin', u'hurt', u'ecosystem']
[u'arab', u'station', u'terror', u'fund', u'probe']
[u'ash', u'heat', u'brit']
[u'atsic', u'commission', u'ask', u'stand', u'asid']
[u'atsic', u'dub', u'indigen', u'report', u'shock']
[u'bail', u'post', u'letterbox', u'assault', u'case']
[u'balfour', u'sink', u'teeth', u'betabak']
[u'ballina', u'say', u'gambl', u'affect', u'aspir']
[u'beatti', u'challeng', u'accc', u'tabcorp']
[u'beatti', u'warn', u'lawrenc', u'work', u'crean']
[u'brack', u'vouch', u'mobil', u'speed', u'camera']
[u'brag', u'right', u'grab', u'north']
[u'bryant', u'face', u'alleg', u'victim', u'famili', u'court']
[u'bulk', u'bill', u'number', u'drop']
[u'burdekin', u'farmer', u'look', u'forward', u'record', u'crush']
[u'bushrang', u'forc', u'draw', u'love', u'tripl']
[u'bush', u'undecid', u'lift', u'steel', u'duti']
[u'bush', u'want', u'speed', u'transfer', u'power', u'iraqi']
[u'busi', u'chamber', u'want', u'chang', u'worker', u'law']
[u'dairi', u'farmer', u'boost', u'collect']
[u'central', u'polic', u'happi', u'crime', u'figur']
[u'china', u'coal', u'blast', u'kill']
[u'chines', u'road', u'toll', u'hit']
[u'civilian', u'march', u'welcom', u'home', u'parad']
[u'command', u'cost', u'judg', u'bench']
[u'concern', u'emerg', u'time', u'job', u'statist']
[u'concern', u'rais', u'byron', u'woman']
[u'coria', u'sweep', u'past', u'moya']
[u'councillor', u'join', u'push', u'coastal', u'council', u'reform']
[u'council', u'reject', u'extens', u'nightclub', u'hour']
[u'countri', u'brigad', u'give', u'assur']
[u'court', u'defer', u'governor', u'general', u'rule']
[u'court', u'extend', u'anim', u'protect']
[u'court', u'hear', u'question', u'alleg', u'drug']
[u'court', u'reject', u'speedier', u'clark', u'rape', u'hear']
[u'crash', u'spark', u'highway', u'care']
[u'crean', u'say', u'hell', u'work', u'lawrenc']
[u'credit', u'union', u'pass', u'rate', u'rise']
[u'crock', u'dragon', u'count', u'gigg', u'fear', u'factor']
[u'croc', u'taipan', u'clash']
[u'crow', u'chairman', u'seek', u'elect']
[u'dairi', u'farmer', u'meet', u'supermarket', u'chief']
[u'dallaglio', u'readi', u'battl', u'row']
[u'boer', u'eye', u'year', u'return']
[u'defenc', u'cadet', u'march', u'tare', u'street']
[u'democrat', u'support', u'reef', u'compens']
[u'deniliquin', u'council', u'consid', u'water', u'flourid']
[u'derelict', u'ship', u'move', u'sight']
[u'detect', u'deliv', u'fund', u'ultimatum']
[u'dollar', u'shoot', u'cent']
[u'drought', u'dri', u'beaudesert', u'water', u'suppli']
[u'dubbo', u'deputi', u'mayor', u'look', u'forward']
[u'nino', u'return']
[u'expert', u'evid', u'child', u'trial']
[u'eyr', u'elector', u'retain', u'court', u'rule']
[u'falconio', u'murder', u'accus', u'face', u'court']
[u'falconio', u'murder', u'suspect', u'arriv', u'darwin']
[u'falconio', u'suspect', u'charg', u'murder']
[u'falconio', u'suspect', u'face', u'darwin', u'court']
[u'farmer', u'sign', u'docker']
[u'farmer', u'ask', u'check', u'drought', u'elig']
[u'farmer', u'hear', u'nativ', u'veget', u'manag']
[u'fear', u'workcov', u'impost', u'hurt', u'rural', u'school']
[u'feder', u'say', u'govt', u'help', u'client']
[u'ferdinand', u'deni', u'misconduct', u'charg']
[u'fisher', u'gear', u'lobster', u'season']
[u'isra', u'secur', u'chief', u'blast', u'govern']
[u'foundat', u'contribut', u'fund', u'evalu', u'schooli']
[u'policemen', u'kill', u'southern', u'russia', u'blast']
[u'french', u'chang', u'tack', u'iraq']
[u'fresh', u'doubt', u'govt', u'boat', u'claim']
[u'fruit', u'black', u'melbourn', u'suburb']
[u'georgia', u'presid', u'appeal', u'calm']
[u'germani', u'lead', u'golf', u'world']
[u'gerrard', u'rule', u'denmark', u'game']
[u'goulburn', u'dump', u'develop', u'confid', u'ahead']
[u'govt', u'offer', u'fund', u'landhold', u'legal', u'advic']
[u'govt', u'refuge', u'admiss', u'spark', u'furor']
[u'govt', u'urg', u'review', u'heavi', u'transport', u'industri']
[u'govt', u'boost', u'casual', u'teacher', u'number']
[u'great', u'britain', u'long', u'kangaroo', u'clash']
[u'greek', u'gay', u'protest', u'fine', u'snog']
[u'gregan', u'turn', u'heat', u'black']
[u'group', u'ralli', u'save', u'train', u'servic']
[u'hanson', u'back', u'prosecut', u'inquiri']
[u'hattah', u'lake', u'add', u'murray', u'environment', u'flow']
[u'hector', u'jail', u'anti', u'log', u'protest']
[u'high', u'court', u'reject', u'kurd', u'case']
[u'high', u'court', u'reject', u'nation', u'fraud', u'appeal']
[u'holland', u'unleash', u'scot']
[u'hollywood', u'girl', u'courtney', u'love', u'plead', u'guilti']
[u'immigr', u'hous', u'pretti', u'good', u'vanston', u'say']
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[u'tollway', u'featur', u'elect', u'campaign']
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[u'gold', u'insolv']
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[u'water', u'manag', u'main', u'issu', u'riverina', u'elector']
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[u'wwii', u'vet', u'kokoda', u'pilgrimag']
[u'youth', u'charg', u'polic', u'assault']
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[u'australian', u'releas', u'vietnames', u'jail']
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[u'bledislo', u'retain', u'match', u'format']
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[u'broadband', u'uptak', u'pass', u'million', u'mileston']
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[u'busi', u'decid', u'mall', u'traffic']
[u'shake', u'standardis', u'fare']
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[u'canberra', u'airport', u'get', u'navig', u'upgrad']
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[u'candid', u'remind', u'road', u'fund', u'import']
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[u'comparison', u'anger', u'refuge', u'support']
[u'classi', u'agassi', u'serv', u'late', u'feast']
[u'commiss', u'examin', u'meat', u'industri']
[u'committe', u'propos', u'step', u'republ', u'vote']
[u'costa', u'reject', u'feder', u'rail', u'offer']
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[u'court', u'order', u'garrett']
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[u'cow', u'munch', u'light', u'aircraft']
[u'crash', u'plane', u'cours', u'report']
[u'croc', u'prepar', u'season']
[u'cunningham', u'like', u'corner', u'contest']
[u'dallaglio', u'quit', u'england', u'team']
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[u'develop', u'group', u'member', u'want', u'boundari', u'chang']
[u'director', u'welcom', u'radford']
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[u'downpour', u'surpris', u'farmer']
[u'recal', u'port', u'arthur', u'tap']
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[u'everton', u'hold']
[u'farina', u'name', u'strength', u'squad', u'train', u'camp']
[u'feder', u'parliament', u'offici', u'prorogu']
[u'firefight', u'contain', u'bushfir']
[u'fittler', u'pay', u'tribut', u'rival', u'talli']
[u'forestri', u'chang', u'fail', u'industri', u'group']
[u'iraqi', u'kill', u'strike']
[u'fraser', u'dingo', u'form', u'super', u'pack']
[u'bodi', u'ray', u'rais', u'cancer', u'risk']
[u'gastroenter', u'patient', u'treat', u'hobart', u'hospit']
[u'gold', u'coast', u'triathlet', u'win']
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[u'grower', u'lobbi', u'group', u'score', u'parti']
[u'guilti', u'plea', u'pair', u'season']
[u'trick', u'welshman', u'world', u'snorkel']
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[u'hilton', u'fate', u'juri', u'hand']
[u'home', u'owner', u'await', u'rat', u'bill']
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[u'bacon', u'trust', u'donat', u'chair', u'cancer', u'clinic']
[u'johnson', u'secur', u'lionel', u'johnston', u'medal']
[u'katter', u'katter', u'poll', u'fight']
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[u'want', u'urgent', u'manilla']
[u'music', u'bait', u'lure', u'whale']
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[u'nepales', u'hostag', u'execut', u'iraq', u'websit']
[u'campaign', u'target', u'tire', u'driver']
[u'newcastl', u'sack', u'bobbi']
[u'move', u'gold', u'product']
[u'decis', u'alic', u'base', u'power', u'provid']
[u'guarante', u'western', u'rain']
[u'tighten', u'citizenship', u'law']
[u'offici', u'investig', u'light', u'plane', u'crash']
[u'olymp', u'bronz', u'get', u'molik', u'right', u'track']
[u'orang', u'grove', u'owner', u'exploit', u'worker', u'carr']
[u'pacif', u'brand', u'record', u'posit', u'maiden', u'profit']
[u'pakistan', u'board', u'play', u'shep', u'blast']
[u'pallet', u'provid', u'line', u'profit', u'decreas']
[u'parti', u'push', u'boost', u'local', u'govt', u'fund']
[u'parti', u'urg', u'rethink', u'dairi', u'deregul']
[u'parti', u'urg', u'protest', u'vote', u'grey']
[u'pest', u'fin', u'marathon', u'tackl']
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[u'challeng', u'labor', u'cost', u'polici']
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[u'prefer', u'vital', u'wide', u'seat']
[u'prison', u'teacher', u'rise']
[u'prison', u'union', u'assur', u'spi']
[u'privat', u'hospit', u'await', u'train', u'survey', u'result']
[u'protest', u'aplenti', u'parliament', u'hous']
[u'public', u'remind', u'emerg', u'number']
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[u'putin', u'link', u'plane', u'disast', u'qaeda']
[u'health', u'reject', u'hospit', u'closur', u'rumour']
[u'quarantin', u'review', u'make', u'recommend']
[u'quilpi', u'shire', u'resid', u'spar', u'rate', u'rise']
[u'racq', u'back', u'crash', u'reduct', u'plan']
[u'rain', u'boost', u'southern', u'crop']
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[u'ralf', u'battl', u'monza', u'fit']
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[u'ranger', u'owner', u'urg', u'overhaul', u'safeti']
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[u'rebel', u'kidnap', u'health', u'worker', u'darfur']
[u'republican', u'convent', u'trigger', u'hestit']
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[u'review', u'grant', u'asylum', u'seeker', u'visa']
[u'stewart', u'tour', u'reviv', u'small', u'face']
[u'russia', u'blame', u'terrorist', u'plane', u'crash']
[u'galleri', u'prais', u'outgo', u'director', u'work']
[u'saint', u'lose', u'hamil', u'lion', u'clash']
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[u'salvo', u'cast', u'doubt', u'compo', u'scheme', u'abus']
[u'opposit', u'say', u'govt', u'gambl', u'region']
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[u'search', u'continu', u'sink', u'sydney']
[u'search', u'resum', u'miss', u'fishermen']
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[u'seven', u'report', u'profit', u'jump']
[u'sharon', u'present', u'tight', u'withdraw', u'timet']
[u'shire', u'tell', u'possibl', u'miss', u'rate', u'revenu']
[u'sikorski', u'unit', u'local', u'firm', u'defenc']
[u'skier', u'revel', u'bumper', u'snow', u'season']
[u'small', u'busi', u'confid', u'decad', u'high', u'level']
[u'smash', u'repair', u'insur', u'investig']
[u'solicitor', u'jail', u'trust', u'fund', u'fraud']
[u'solomon', u'island', u'launch', u'aid', u'test']
[u'southland', u'collieri', u'owner']
[u'sportsground', u'cost', u'soar']
[u'state', u'urg', u'follow', u'lead', u'offenc', u'law']
[u'stosur', u'prepar', u'open']
[u'stress', u'canberran', u'worri', u'job', u'ill']
[u'strong', u'demand', u'lift', u'harvey', u'norman', u'profit']
[u'student', u'entitl', u'cours', u'nelson']
[u'student', u'farewel', u'slay', u'schoolgirl']
[u'studi', u'consid', u'rout', u'feasibl']
[u'stutter', u'studi', u'offer', u'bilingu', u'insight']
[u'swim', u'hurt', u'tourism', u'inquest', u'tell']
[u'sydney', u'real', u'estat', u'boom', u'cool']
[u'tafe', u'campus', u'faster', u'connect']
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[u'talli', u'eye', u'premiership']
[u'teacher', u'strike', u'student', u'escap', u'expuls']
[u'blackout']
[]
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[u'tour', u'compani', u'owner', u'awar', u'guid', u'problem']
[u'tuckey', u'take', u'safe', u'seat', u'grant']
[u'twin', u'bomb', u'kill', u'israel']
[u'express', u'chechyna', u'poll', u'concern']
[u'union', u'air', u'fear']
[u'union', u'want', u'action', u'eas', u'ambul', u'strain']
[u'consid', u'sanction', u'sudan']
[u'guard', u'stomp', u'finger', u'iraqi', u'jail', u'detaine']
[u'soldier', u'tri', u'pass', u'info', u'qaeda']
[u'govt', u'pledg', u'art', u'centr']
[u'victim', u'reunit', u'nurs']
[u'virus', u'aim', u'stop', u'cane', u'toad', u'march']
[u'word', u'erupt', u'highway', u'status']
[u'water', u'shortag', u'dri', u'tandou', u'profit']
[u'westpac', u'work', u'onlin', u'bank', u'glitch']
[u'winter', u'england', u'region']
[u'winter', u'record', u'adelaid']
[u'widow', u'sue', u'council', u'husband', u'flood', u'death']
[u'william', u'dazzl', u'feder', u'eas']
[u'wineg', u'bottl', u'return', u'mullan']
[u'woodward', u'switch', u'cod']
[u'woolmer', u'upbeat', u'dutch', u'drench']
[u'workingman', u'club', u'stay']
[u'zinifex', u'profit', u'better', u'expect']
[u'kill', u'strike', u'fallujah']
[u'abar', u'offer', u'local', u'outlook']
[u'accus', u'gangland', u'killer', u'declar', u'innoc']
[u'adelaid', u'killer', u'get', u'year']
[u'aerial', u'search', u'seek', u'miner', u'potenti']
[u'agreement', u'reach', u'disabl', u'worker', u'disput']
[u'airport', u'flick', u'crash', u'venic']
[u'candid', u'oppos', u'chang', u'aborigin', u'legal']
[u'annan', u'call', u'intern', u'troop', u'darfur']
[u'anwar', u'free', u'win', u'final', u'appeal']
[u'aust', u'crime', u'investig', u'jail']
[u'award', u'recognis', u'great', u'lake', u'catchment', u'plan']
[u'babi', u'russian', u'hostag', u'local']
[u'bali', u'bomber', u'coffe', u'out', u'proper', u'procedur']
[u'dung', u'get', u'food']
[u'earmark', u'pilbara', u'natur', u'plant']
[u'record', u'loss']
[u'blast', u'hear', u'near', u'russian', u'hostag', u'school']
[u'blast', u'hear', u'near', u'russian', u'school', u'sieg']
[u'blood', u'suppli', u'reach', u'record']
[u'brack', u'odd', u'latham', u'freeway', u'decis']
[u'brack', u'welcom', u'labor', u'road', u'promis']
[u'brandi', u'accus', u'brace', u'possibl', u'expuls']
[u'brisban', u'chemic', u'control']
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[u'atsic', u'demis', u'elect', u'issu']
[u'campaign', u'seek', u'lake', u'area', u'cattl', u'remov']
[u'canberra', u'face', u'court', u'vicious', u'brawl']
[u'candid', u'highlight', u'murray', u'alloc', u'concern']
[u'sale', u'boost', u'financ', u'compani']
[u'catchment', u'group', u'honour', u'award']
[u'central', u'welcom', u'home', u'gold', u'win', u'cyclist']
[u'cereb', u'palsi', u'suffer', u'financi']
[u'cheney', u'cite', u'bush', u'leadership', u'skill', u'vote', u'winner']
[u'investig', u'woocoo', u'shire']
[u'coal', u'boost', u'like', u'lift', u'job']
[u'coastal', u'safeti', u'studi', u'urg', u'better', u'signag']
[u'cold', u'winter']
[u'cole', u'recal', u'delux', u'water', u'bottl']
[u'communiti', u'mobil', u'phone', u'boost']
[u'concern', u'anti', u'bush', u'canoeist', u'unprepar', u'journey']
[u'coorong', u'council', u'snare', u'landcar', u'award']
[u'council', u'want', u'road', u'fund', u'boost']
[u'counterfeit', u'charg', u'drop', u'ahmad']
[u'court', u'impos', u'defenc', u'lawyer', u'milosev']
[u'crawford', u'grant', u'quit', u'captainci', u'post']
[u'cream', u'encourag', u'bodi', u'cancer', u'fight', u'cell']
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[u'democrat', u'lee', u'agre', u'prefer']
[u'democrat', u'pledg', u'rental', u'blacklist', u'reform']
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[u'appeal', u'sugar', u'rule']
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[u'fight', u'underwood', u'elvstroem']
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[u'footbal', u'fan', u'turn', u'attent', u'melbourn']
[u'kill', u'iraqi', u'violenc']
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[u'hewitt', u'begin', u'davi', u'prepar']
[u'home', u'star', u'arrest', u'drug', u'charg']
[u'hong', u'kong', u'unlik', u'titan', u'wheelchair', u'fenc']
[u'hopkin', u'knock', u'hoya']
[u'hospit', u'fund', u'boost', u'benefit', u'children']
[u'howard', u'cash', u'sydney', u'candid']
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[u'indian', u'christian', u'hindu']
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[u'kung', u'kane', u'share', u'portland', u'lead']
[u'labor', u'announc', u'suburban', u'safeti', u'plan']
[u'labor', u'rebuild', u'asian', u'relationship', u'beazley']
[u'labor', u'commit', u'maritim', u'secur']
[u'latham', u'accus', u'famili', u'payment', u'quick']
[u'latham', u'brush', u'dishonest']
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[u'latham', u'reject', u'emptiv', u'strike']
[u'leak', u'show', u'child', u'payment', u'quick']
[u'leav', u'son', u'educ', u'latham']
[u'lee', u'acknowledg', u'tough', u'fight', u'seat']
[u'librari', u'heart', u'govt', u'art', u'polici']
[u'lion', u'assess', u'casualti', u'list']
[u'lion', u'fan', u'join', u'grand', u'final', u'ticket', u'rush']
[u'local', u'hero', u'tamada', u'win', u'japan']
[u'log', u'polici', u'determin', u'green', u'prefer']
[u'manhunt', u'underway', u'penguin', u'murder']
[u'mari', u'poppin', u'statu', u'honour', u'author']
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[u'megawati', u'pray', u'peac', u'poll']
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[u'everest', u'station', u'examin', u'atmospher', u'exchang']
[u'week', u'hit', u'adelaid', u'newsstand']
[u'norther', u'return', u'romant']
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[u'benefit', u'project', u'asia', u'say']
[u'green', u'prefer', u'labor']
[u'nuclear', u'watchdog', u'demand', u'iran', u'freez', u'enrich']
[u'pakistan', u'win', u'releas', u'guantanamo', u'detaine']
[u'paratroop', u'drop', u'innisfail']
[u'parti', u'finalis', u'prefer']
[u'parti', u'wrangl', u'offer', u'forest', u'protect', u'result']
[u'guarante', u'continu', u'bulk', u'incent']
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[u'turn', u'focus', u'western', u'sydney']
[u'polic', u'appeal', u'help', u'search', u'miss', u'girl']
[u'polic', u'continu', u'hunt', u'psych', u'ward', u'escape']
[u'polic', u'investig', u'balconi', u'collaps']
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[u'polic', u'radio', u'network', u'upgrad']
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[u'record', u'field', u'contest', u'adelaid']
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[u'rule', u'tempo', u'press', u'restrict']
[u'russian', u'polic', u'intercept', u'explos', u'report']
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[u'sanction', u'complet', u'destroy', u'sudan']
[u'declar', u'psych', u'ward', u'escap', u'proof']
[u'senat', u'candid', u'debat', u'issu']
[u'sheep', u'hide', u'mutton', u'cove', u'escap', u'dinner', u'plate']
[u'sixer', u'king', u'blitz', u'final']
[u'snake', u'home', u'wildlif', u'sanctuari']
[u'spadea', u'mello', u'delray', u'beach', u'final']
[u'starcraft', u'shin', u'zealand']
[u'storm', u'bank', u'final', u'experi']
[u'stroke', u'victim', u'offer', u'hope']
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[u'swift', u'domin', u'australian', u'squad']
[u'teenag', u'rid', u'bonnet']
[u'thompson', u'prais', u'fight', u'cat']
[u'torrensvill', u'clean', u'continu']
[u'troop', u'leav', u'iraq', u'year', u'hill']
[u'tropic', u'storm', u'jeann', u'cut', u'caribbean']
[u'univers', u'recognis', u'littl', u'contribut']
[u'resolut', u'threaten', u'sudan', u'sanction']
[u'strike', u'fallujah', u'kill', u'hospit']
[u'ryder', u'crisi', u'europ', u'turn', u'screw']
[u'plan', u'decemb', u'offens', u'iraqi', u'insurg']
[u'vaughan', u'talk', u'england', u'chanc']
[u'vote', u'independ', u'wast', u'anderson']
[u'west', u'coast', u'resid', u'concern', u'hospit']
[u'wife', u'plead', u'kidnap', u'husband', u'releas']
[u'wind', u'farm', u'propos', u'refer', u'govt']
[u'windi', u'resum', u'chase', u'rain', u'hit']
[u'wotif', u'specul', u'asian', u'hotel', u'market']
[u'disobey', u'franc', u'scarf']
[u'kill', u'pakistan', u'crash']
[u'injur', u'zimbabw', u'militari', u'drill']
[u'candid', u'wide', u'hinkler']
[u'pledg', u'buchanan', u'park', u'work']
[u'accid', u'spark', u'school', u'safeti', u'boost']
[u'afghan', u'vice', u'presid', u'surviv', u'bomb', u'attack']
[u'final', u'boost', u'tourism']
[u'airport', u'disastr']
[u'allawi', u'reveal', u'assassin', u'attempt']
[u'amnesti', u'turn', u'hand', u'end', u'domest', u'violenc']
[u'ampute', u'sue', u'hospit', u'neglig']
[]
[u'asic', u'call', u'wit', u'onetel', u'case']
[u'team', u'play', u'french', u'barbarian']
[u'aust', u'ambassador', u'optimist', u'iraq', u'futur']
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[u'bekel', u'isinbayeva', u'name', u'year', u'best', u'athlet']
[u'betel', u'beauti', u'give', u'cover', u'order']
[u'biki', u'court', u'nightclub', u'assault']
[u'birth', u'defect', u'biolog', u'genocid']
[u'blackshirt', u'leader', u'plead', u'guilti', u'stalk']
[u'blast', u'furnac', u'work', u'launch']
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[u'bordertown', u'school', u'rock', u'eisteddfod', u'award']
[u'british', u'polic', u'suspect', u'serial', u'killer']
[u'brown', u'clear', u'injuri']
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[u'bryant', u'captur', u'titl']
[u'budget', u'carrier', u'singapor', u'perth', u'rout']
[u'bike', u'incent', u'alp', u'agenda']
[u'bush', u'support', u'critic', u'iraq', u'polici']
[u'bushwalk', u'schoolgirl', u'stumbl', u'remain']
[u'busi', u'welcom', u'snow']
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[u'canberra', u'develop', u'plan', u'revitalis', u'area']
[u'care', u'seek', u'shoalhaven', u'children']
[u'chamber', u'want', u'opposit', u'commit']
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[u'china', u'join', u'formula', u'famili']
[u'chinchilla', u'power', u'station', u'worker', u'camp']
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[u'council', u'alter', u'hous', u'polici']
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[u'court', u'hear', u'differ', u'meninga', u'brawl', u'account']
[u'cowboy', u'rid', u'high', u'contain', u'bronco']
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[u'effort', u'continu', u'contain', u'kimberley', u'fire']
[u'emmi', u'award', u'winner']
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[u'england', u'break', u'aussi', u'stranglehold', u'claim', u'gough']
[u'errant', u'bird', u'ground', u'virgin', u'plane']
[u'timor', u'australia', u'talk', u'product']
[u'expo', u'highlight', u'emerg', u'servic', u'work']
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[u'french', u'cautious', u'optimist', u'hostag', u'news']
[u'gallop', u'pleas', u'rein', u'water']
[u'gate', u'mishap', u'put', u'girl', u'hospit']
[u'geelong', u'johnson', u'tribun', u'charg']
[u'make', u'diabet', u'treatment', u'easier', u'swallow']
[u'gisborn', u'die', u'crash']
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[u'govt', u'indigen', u'repres']
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[u'govt', u'toughen', u'fertilis', u'control']
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[u'green', u'forc', u'doubl', u'dissolut', u'lee']
[u'green', u'undecid', u'prefer']
[u'green', u'prefer', u'paterson']
[u'hama', u'fire', u'isra', u'strike']
[u'hama', u'threaten', u'aveng', u'liquid']
[u'edg', u'kane', u'lpga', u'play']
[u'hang', u'glider', u'pilot', u'hurt', u'rough', u'weather']
[u'come', u'emmi']
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[u'high', u'court', u'reject', u'qanta', u'allianc']
[u'histor', u'scrapbook', u'donat']
[u'hockeyroo', u'rebuild', u'athen', u'failur']
[u'hostag', u'claim', u'like', u'hoax']
[u'hotel', u'rwanda', u'win', u'heart', u'toronto', u'film', u'festiv']
[u'howard', u'pledg', u'million', u'upgrad', u'darwin']
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[u'hundr', u'farewel', u'richard']
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[u'irrig', u'group', u'get', u'voic']
[u'duti', u'protect', u'son', u'latham']
[u'jagger', u'win', u'humanitarian', u'award']
[u'johnson', u'tempt', u'lion', u'tour']
[u'judd', u'lead', u'halfway', u'point']
[u'judd', u'win', u'brownlow', u'medal']
[u'juventus', u'pace', u'itali']
[u'kwinana', u'polic', u'offic', u'reloc']
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[u'latham', u'request', u'branch', u'stack', u'candid']
[u'latham', u'patch', u'styx', u'fell']
[u'launceston', u'mayor', u'tell', u'council', u'focus']
[u'lennon', u'open', u'north', u'west', u'tourism', u'ventur']
[u'lethal', u'back', u'riewoldt', u'brownlow']
[u'liber', u'branch', u'favour', u'green', u'vote', u'card']
[u'loxton', u'school', u'rid', u'high', u'pedal', u'prix']
[u'magistr', u'jail', u'offenc']
[u'jail', u'kill', u'neighbour']
[u'trial', u'aunt', u'murder']
[u'market', u'slow', u'record']
[u'megawati', u'confid', u'poll', u'close']
[u'mello', u'break', u'florida']
[u'meninga', u'fight', u'videotap', u'eras']
[u'milit', u'behead', u'afghan', u'soldier']
[u'minist', u'defend', u'ausaid', u'fund', u'effort']
[u'minist', u'defend', u'waterfront', u'effort']
[u'minist', u'fall', u'timber', u'job', u'chop', u'union']
[u'miss', u'see', u'bundaberg']
[u'modra', u'take', u'paralymp', u'gold']
[u'money', u'tasmanian', u'health', u'napier']
[u'mother', u'call', u'son', u'transfer']
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[u'opposit', u'back', u'stay', u'sydney', u'airport']
[u'orphan', u'polar', u'bear', u'gold', u'coast', u'home']
[u'parent', u'group', u'concern', u'labor', u'school', u'polici']
[u'personalis', u'medicin', u'studi', u'launch']
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[u'polic', u'swoop', u'copi', u'dvds']
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[u'priest', u'face', u'court', u'rwandan', u'massacr']
[u'prison', u'step', u'closer', u'govt', u'say']
[u'probe', u'launch', u'cairn', u'brawl']
[u'public', u'urg', u'health', u'council']
[u'qanta', u'rule', u'allianc', u'appeal']
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[u'real', u'coach', u'camacho', u'quit']
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[u'feel', u'airport', u'squeez']
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[u'saddam', u'distraught', u'depress']
[u'saddam', u'trial', u'like', u'month']
[u'sadr', u'call', u'releas', u'hostag']
[u'safin', u'end', u'year', u'wait', u'beij', u'kuznetsova']
[u'prison', u'diseas', u'prevent', u'scrutini']
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[u'shake', u'plan', u'jail', u'staff', u'level']
[u'shark', u'poacher', u'plead', u'guilti']
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[u'sheep', u'fee', u'accus', u'seek', u'trial', u'chang']
[u'south', u'african', u'rugbi', u'athen', u'storm']
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[u'suspend', u'vanuatu', u'command', u'arrest', u'replac']
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[u'taiwan', u'rang', u'china', u'test', u'cruis', u'missil']
[u'team', u'celebr', u'weekend', u'final', u'success']
[u'teenag', u'charg', u'attack', u'boy']
[u'thousand', u'mourn', u'mcgrane']
[u'year', u'jail', u'greedi', u'thief']
[u'tibooburra', u'name', u'communiti']
[u'timber', u'group', u'appeal', u'chip', u'reject']
[u'bear', u'defenc', u'secur', u'grand', u'final']
[u'tour', u'oper', u'reject', u'market', u'campaign']
[u'transperth', u'servic', u'suspend', u'union', u'meet']
[u'tredrea', u'lead', u'brownlow', u'bet']
[u'troop', u'free', u'jordanian', u'hostag', u'iraq']
[u'tropic', u'storm', u'pound', u'haiti']
[u'turkish', u'truck', u'driver', u'target', u'iraq']
[u'arrest', u'anti', u'nuclear', u'protest']
[u'gather', u'discuss', u'hunger', u'poverti']
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[]
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[u'firm', u'sell', u'horticultur', u'farm']
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[u'govt', u'mental', u'health', u'fund']
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[u'green', u'criticis', u'church', u'marriag', u'decis']
[u'green', u'expect', u'million', u'vote']
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[u'gunmen', u'target', u'tahmoor', u'hotel']
[u'hanson', u'back', u'howard', u'elect']
[u'harvest', u'outlook', u'posit']
[u'hewitt', u'japan', u'open', u'semi']
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[u'higher', u'temperatur', u'toll', u'crop']
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[u'home', u'destroy', u'bushfir']
[u'howard', u'warn', u'undecid', u'voter', u'labor', u'risk']
[u'human', u'right', u'group', u'peac', u'plea', u'tamil']
[u'hunter', u'valley', u'drop', u'wine']
[u'immigr', u'thank', u'public', u'help', u'stay']
[u'india', u'aussi', u'horror', u'start']
[u'india', u'fight', u'troubl', u'australian']
[u'inquest', u'lead', u'tougher', u'law']
[u'investig', u'probe', u'port', u'hedland', u'train', u'exercis']
[u'iraq', u'rebel', u'pledg', u'disarm']
[u'carniv', u'time']
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[u'latham', u'return', u'root', u'werriwa']
[u'leader', u'final', u'campaign', u'pitch', u'voter']
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[u'mango', u'grower', u'look', u'oversea', u'worker']
[u'market', u'snap', u'record']
[u'mayor', u'odd', u'popul', u'claim']
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[u'medicar', u'gold', u'offer', u'littl', u'benefit', u'indigen']
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[u'murphi', u'magic', u'continu', u'panorama']
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[u'nation', u'parti', u'attack', u'region', u'hospit', u'servic']
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[u'tourism', u'bait', u'seek', u'centr']
[u'nigerian', u'email', u'scam', u'forfeit', u'asset']
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[u'nippi', u'fear', u'market', u'share']
[u'nobel', u'peac', u'prize', u'go', u'kenyan']
[u'surpris', u'rural', u'voter']
[u'receiv', u'support', u'bargain', u'agreement']
[u'child', u'protect', u'debat', u'get', u'heat']
[u'nurs', u'plan', u'industri', u'action', u'offer']
[u'offic', u'face', u'court', u'divulg', u'data']
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[u'polic', u'offic', u'arrest', u'russian', u'school', u'sieg']
[u'polic', u'offic', u'tip', u'child', u'porn', u'suspect']
[u'popov', u'confeder', u'qualifi']
[u'properti', u'threat', u'wind', u'fan', u'fire']
[u'rocket', u'attack', u'hit', u'kabul', u'embassi', u'area']
[u'rove', u'build', u'caus', u'rodent']
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[u'bushrang', u'rain', u'warrior', u'parad']
[u'busi', u'confid', u'rid', u'high', u'region']
[u'campaign', u'aim', u'fish', u'safeti', u'cours']
[u'canberra', u'school', u'recov', u'damag']
[u'canberra', u'student', u'oxford']
[u'chemic', u'scare', u'close', u'nestl', u'factori']
[u'china', u'confirm', u'kill', u'explos']
[u'china', u'presid', u'shake', u'hand', u'aid', u'patient']
[u'church', u'deacon', u'plead', u'guilti', u'child', u'charg']
[u'club', u'discuss', u'futur', u'amidst', u'smoke', u'poki']
[u'club', u'want', u'clear', u'outsid']
[u'consortium', u'buy', u'build']
[u'consum', u'spend', u'forecast', u'econom', u'growth']
[u'council', u'buy', u'karuah', u'waterfront', u'land']
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[u'countri', u'zone', u'reappear', u'draft']
[u'crew', u'battl', u'fire']
[u'darwin', u'highris', u'approv']
[u'defenc', u'dept', u'hire', u'account', u'team']
[u'dental', u'ray', u'help', u'detect', u'osteoporosi']
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[u'devonport', u'brawl', u'nightclub', u'hour']
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[u'time', u'toll', u'grain', u'grower']
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[u'farmer', u'safeti', u'warn']
[u'farmer', u'unhappi', u'milk', u'price']
[u'farmer', u'urg', u'branch', u'tree', u'farm']
[u'farmer', u'write', u'support', u'seek', u'class', u'action']
[u'father', u'face', u'contempt', u'charg']
[u'feral', u'turtl', u'threaten', u'waterway']
[u'ferrero', u'count', u'clay', u'hold', u'roddick']
[u'french', u'regul', u'seek', u'pull', u'hezbollah', u'link']
[u'frustrat', u'farmer', u'form', u'lobbi', u'group']
[u'gangland', u'foe', u'move', u'jail']
[u'gibbon', u'back', u'region', u'fund', u'probe']
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[u'googl', u'complicit', u'chines', u'internet', u'control']
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[u'govt', u'urg', u'appoint', u'aborigin', u'educ', u'post']
[u'green', u'warn', u'politicis', u'terror', u'trial']
[u'gregan', u'back', u'perth', u'super', u'race']
[u'work', u'coincid', u'season', u'start']
[u'group', u'want', u'site', u'heritag', u'list']
[u'guantanamo', u'tortur', u'claim', u'check', u'ruddock']
[u'hama', u'boycott', u'palestinian', u'elect']
[u'heat', u'rise', u'continu']
[u'hick', u'father', u'lead', u'ballarat', u'eureka', u'walk']
[u'high', u'hop', u'return', u'christma', u'pageant']
[u'hollywood', u'star', u'john', u'barrymor', u'die']
[u'iaea', u'rule', u'south', u'korea', u'disgust', u'north']
[u'icrc', u'find', u'guantanamo', u'tactic', u'like', u'tortur', u'report']
[u'illawarra', u'hospit', u'wait', u'list', u'expect', u'grow']
[u'india', u'begin', u'trial', u'vaccin', u'human']
[u'indigen', u'australian', u'face', u'alarm', u'murder', u'risk']
[u'indigen', u'repres', u'stage', u'hunger', u'strike']
[u'indonesian', u'plane', u'crash', u'kill']
[u'kangaroo', u'surviv', u'scare']
[u'kangaroo', u'statesid', u'foray']
[u'korean', u'parent', u'birth', u'memori', u'gold']
[u'kouta', u'keep', u'blue', u'captainci']
[u'labor', u'accus', u'speaker', u'doubl', u'standard']
[u'lake', u'bennett', u'resid', u'reach', u'compens']
[u'lampard', u'fire', u'chelsea']
[u'lawyer', u'urg', u'caution', u'roadsid', u'drug', u'test']
[u'leak', u'cross', u'report', u'alleg', u'tortur']
[]
[u'jail', u'life', u'murder', u'childhood', u'friend']
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[u'navig', u'cours', u'tour']
[u'date', u'consid', u'gold', u'carniv']
[u'norwegian', u'rat', u'invad', u'sweden', u'town']
[u'danger', u'remain', u'high']
[u'opposit', u'attack', u'loom', u'releas']
[u'agre', u'sign', u'asian', u'aggress', u'treati']
[u'oecd', u'tip', u'limit', u'price', u'drop']
[u'olymp', u'champion', u'hamilton', u'sack']
[u'opposit', u'promis', u'bolster', u'youth', u'advisori']
[u'opposit', u'want', u'compulsori', u'driver', u'educ']
[u'pair', u'admit', u'conceal', u'murder']
[u'palm', u'island', u'claim', u'polic', u'harass']
[u'palm', u'payback', u'emot', u'talk']
[u'parliament', u'sack', u'ukrain', u'govern']
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[u'plan', u'focus', u'sugar', u'industri', u'viabil']
[u'accus', u'ditch', u'emptiv', u'strike', u'polici']
[u'economi', u'shrink', u'report']
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[u'polic', u'case', u'malle', u'driver', u'drug', u'test']
[u'polic', u'search', u'miss', u'tourist']
[u'pont', u'play', u'lee', u'waca', u'chanc']
[u'premier', u'reject', u'call', u'electr']
[u'profit', u'take', u'drag', u'ord', u'lower']
[u'properti', u'boom', u'drive', u'incom', u'earner']
[u'push', u'navi', u'boat', u'port', u'hedland', u'home']
[u'pyne', u'confid', u'costello']
[u'polic', u'consid', u'action', u'aborigin']
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[u'relat', u'riot', u'china', u'death']
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[u'resid', u'sussex', u'inlet']
[u'resid', u'urg', u'look', u'injur', u'eagl']
[u'resid', u'warn', u'prepar', u'bushfir', u'risk']
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[u'crew', u'assess', u'hunter', u'valley', u'bushfir']
[u'rogerson', u'suffer', u'possibl', u'dementia']
[u'romanian', u'offici', u'confirm', u'poll', u'result']
[u'rwanda', u'hint', u'congo', u'assault']
[u'school', u'settl', u'gang', u'rape', u'case']
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[u'serbian', u'presid', u'surviv', u'assassin', u'attempt']
[u'shire', u'hold', u'xstrata', u'talk', u'amidst', u'takeov', u'fear']
[u'shop', u'centr', u'revamp', u'open']
[u'american', u'kill', u'afghan', u'plane', u'crash']
[u'skin', u'cancer', u'expert', u'urg', u'parent', u'protect']
[u'smoke', u'chang', u'caus', u'hotel', u'concern']
[u'soap', u'opera', u'small', u'screen']
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[u'south', u'west', u'rock', u'look', u'lifesav', u'tourism', u'boost']
[u'strong', u'wind', u'batter', u'coast']
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[u'swan', u'wallabi', u'resolv', u'schedul', u'clash']
[u'tamworth', u'businessman', u'reject', u'windsor', u'latest']
[u'govt', u'help', u'dairi', u'industri', u'meet', u'target']
[u'teen', u'face', u'gang', u'rape', u'charg']
[u'telstra', u'ahead', u'sale']
[u'telstra', u'chief', u'leav', u'earli', u'payout']
[u'temperatur', u'rise', u'summer', u'scorcher']
[u'termit', u'forc', u'childcar', u'centr']
[u'terror', u'suspect', u'lawyer', u'condemn', u'jail', u'condit']
[u'thorp', u'name', u'nswiss', u'athlet', u'year']
[u'thousand', u'welcom', u'youth', u'game']
[u'tiger', u'fold', u'bull', u'press', u'victori']
[u'transport', u'fare', u'increas']
[u'treasur', u'search', u'budget', u'save']
[u'women', u'charg', u'island', u'riot']
[u'wound', u'melbourn', u'shoot']
[u'minist', u'criticis', u'guantanamo']
[u'ukrain', u'court', u'meet', u'elect', u'crisi']
[u'ukrain', u'parliament', u'vote', u'yanukovich', u'motion']
[u'underag', u'gambler', u'lose', u'casino']
[u'union', u'call', u'singl', u'offic', u'ambul', u'crew']
[u'union', u'urg', u'resolv', u'hospit', u'secur']
[u'panel', u'propos', u'criteria', u'legitim', u'militari']
[u'spot', u'suspect', u'rwandan', u'troop']
[u'kill', u'philippin', u'storm']
[u'homeland', u'secur', u'chief', u'resign']
[u'know', u'ghraib', u'abus', u'report']
[u'continu', u'struggl', u'rain', u'melbourn']
[u'govt', u'deliv', u'albani', u'legal', u'fund']
[u'destroy', u'iraq', u'health', u'report']
[u'warn', u'issu', u'northern', u'tableland', u'blaze']
[u'water', u'author', u'review']
[u'water', u'polic', u'crack', u'drunken', u'boati']
[u'protect', u'australian', u'costello']
[u'whale', u'autopsi', u'result', u'month', u'away']
[u'whale', u'dump', u'plan', u'anger', u'abalon', u'diver']
[u'whale', u'strand', u'link', u'quak']
[u'wife', u'jail', u'hire', u'hitman']
[u'wild', u'weather', u'move', u'coast']
[u'wilko', u'european', u'comeback']
[u'young', u'peopl', u'warn', u'mobil', u'phone', u'debt', u'risk']
[u'abba', u'find', u'peac', u'deal', u'possibl']
[u'journalist', u'blitz', u'broadcast', u'award']
[u'resid', u'urg', u'water', u'wise']
[u'traffic', u'climb', u'steepli']
[u'want', u'osteoporosi', u'drug', u'wide', u'avail']
[u'ambassador', u'steer', u'clear', u'decis', u'recherch']
[u'anderson', u'wont', u'face', u'region', u'fund', u'inquiri']
[u'armi', u'revis', u'soldier', u'heat', u'exhaust', u'figur']
[u'arson', u'hous']
[u'asbesto', u'fund', u'win', u'repriev']
[u'aust', u'polic', u'begin', u'patrol', u'capit']
[u'australian', u'consortium', u'buy', u'broadcast', u'busi']
[u'aust', u'skipper', u'charg', u'say', u'famili']
[u'aust', u'snooker', u'star', u'charg', u'assault']
[u'aust', u'sign', u'live', u'anim', u'trade', u'agreement']
[u'baghdad', u'mortar', u'attack', u'kill']
[u'barghouthi', u'palestinian', u'presid', u'wife']
[u'bashir', u'play', u'marriott', u'bomb', u'inmat']
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[u'bean', u'grower', u'financi', u'incent']
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[u'belconnen', u'welcom', u'art', u'centr']
[u'bendigo', u'cyclist', u'rid', u'youth', u'game', u'gold']
[u'blue', u'charg', u'bracken', u'rout', u'redback']
[u'bodi', u'iraq', u'margaret', u'hassan']
[u'bracken', u'destroy', u'redback']
[u'bracken', u'rip', u'redback']
[u'bull', u'cruis', u'gabba', u'victori']
[u'bungl', u'bungl', u'rang', u'reach', u'icon', u'status']
[u'bushrang', u'seat']
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[u'bystand', u'intervent', u'stop', u'bulli', u'studi']
[u'canberra', u'surgeri', u'wait', u'list', u'increas']
[u'child', u'abus', u'report', u'fall', u'cherbourg']
[u'coff', u'reap', u'benefit', u'greater', u'visitor', u'number']
[u'communiti', u'group', u'challeng', u'redfern', u'renov']
[u'condom', u'tight']
[u'costello', u'move', u'open', u'hardi', u'inquiri', u'document']
[u'council', u'await', u'govt', u'respons']
[u'councillor', u'want', u'snappi', u'decis', u'croc']
[u'council', u'play', u'hick', u'eureka', u'march', u'role']
[u'council', u'beat', u'job', u'zone']
[u'court', u'hear', u'asbesto', u'fund', u'liquid', u'case']
[u'court', u'reject', u'extend', u'paedophil', u'jail', u'term']
[u'crew', u'battl', u'contain', u'central', u'west']
[u'crowd', u'expect', u'flock', u'bird', u'exhibit']
[u'cyclist', u'die', u'truck', u'accid']
[u'action', u'palm', u'death']
[u'disabl', u'fund', u'consid', u'inadequ']
[u'disabl', u'fund', u'hunter']
[u'marker', u'track', u'shark', u'popul']
[u'pirat', u'fin']
[u'england', u'ash', u'say', u'wasim']
[u'england', u'hammer', u'zimbabw', u'second']
[u'environ', u'crisi', u'head', u'warn']
[u'est', u'lead', u'record', u'round']
[u'est', u'take', u'clubhous', u'lead', u'coolum']
[u'estrada', u'win', u'leav', u'knee', u'surgeri']
[u'take', u'control', u'bosnia', u'peacekeep', u'mission']
[u'goldfield', u'policeman', u'acquit', u'assault']
[u'farmer', u'cast', u'doubt', u'ban']
[u'farm', u'group', u'adopt', u'constitut']
[u'fatal', u'crash', u'close', u'western', u'highway']
[u'feder', u'fund', u'bolster', u'timber']
[u'feder', u'threat', u'grand', u'slam', u'record', u'sampra']
[u'feyenoord', u'steaua', u'reach', u'uefa']
[u'holden', u'plant', u'investig']
[u'ban', u'loom', u'central', u'victoria']
[u'fire', u'shoaib', u'throw', u'gauntlet']
[u'firefight', u'save', u'lakesid', u'estat', u'hous']
[u'leav', u'burn', u'asbesto', u'discoveri']
[u'footbal', u'leagu', u'say', u'player', u'bing', u'drink', u'limit']
[u'forget', u'famili', u'emerg', u'jungl']
[u'french', u'prime', u'minist', u'win', u'reduc', u'sentenc']
[u'feast', u'bite', u'hunt', u'debat']
[u'franc', u'defend', u'troop', u'ivori', u'coast', u'kill']
[u'ganguli', u'fin', u'dissent']
[u'gene', u'discoveri', u'schizophrenia', u'treatment']
[u'goodwin', u'lead', u'fight']
[u'govt', u'form', u'age', u'care', u'plan']
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[u'govt', u'bunburi', u'land', u'plan']
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[u'govt', u'urg', u'inject', u'fund', u'rural', u'rail', u'servic']
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[u'grant', u'help', u'gympi', u'firm', u'boost', u'oper']
[u'groom', u'take', u'earli', u'lead', u'hong', u'kong', u'open']
[u'hackett', u'focus']
[u'harbhajan', u'clinch', u'seri', u'india']
[u'high', u'risk', u'central']
[u'high', u'hop', u'waikeri', u'limeston']
[u'hingi', u'comeback']
[u'hobart', u'lure', u'australian', u'open', u'star']
[u'holiday', u'unit', u'build', u'workingman', u'club']
[u'hope', u'inquest', u'help', u'combat', u'petrol', u'sniff']
[u'hous', u'price', u'fall', u'end', u'year']
[u'howard', u'deni', u'slush', u'fund', u'claim']
[u'howard', u'refus', u'rule', u'alston', u'plum', u'post']
[u'india', u'scent', u'victori', u'harbhajan', u'wreck']
[u'indonesian', u'scientist', u'borrow', u'flore', u'bone']
[u'injur', u'eagl', u'return', u'wild']
[u'injur', u'jockey', u'face', u'lengthi', u'wait', u'race']
[u'wasnt', u'ask', u'cancel', u'china', u'trip', u'haermey']
[u'jail', u'high', u'secur', u'visitor', u'centr', u'open']
[u'joint', u'ventur', u'optimist', u'long', u'term', u'prospect']
[u'juri', u'dismiss', u'toothfish', u'poach', u'trial']
[u'kakadu', u'entri', u'scrap']
[u'king', u'tale', u'stray', u'win', u'heart', u'thailand']
[u'kurdish', u'parti', u'join', u'forc', u'iraq', u'elect']
[u'labor', u'attack', u'nation', u'milk', u'link']
[u'labor', u'cast', u'doubt', u'latham', u'leadership']
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[u'latham', u'accus', u'journalist', u'unreason', u'conduct']
[u'latham', u'join', u'long', u'walk']
[u'latrob', u'flight']
[u'launceston', u'schoolgirl', u'name', u'junior', u'historian']
[u'lobster', u'fisher', u'view', u'seek', u'bank', u'futur']
[u'locust', u'control', u'effort', u'cover', u'huge', u'area']
[u'long', u'road', u'ahead', u'ravag', u'meatwork']
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[u'discourag', u'travel', u'indonesia', u'follow']
[u'airservic', u'australia', u'appoint', u'chairman']
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[u'anlezark', u'battl', u'post', u'olymp', u'ill']
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[u'oversea', u'magic', u'million']
[u'bird', u'bash', u'spark', u'secur', u'patrol']
[u'blackout', u'spark', u'power', u'probe']
[u'blue', u'chip', u'stock', u'push', u'market', u'record', u'high']
[u'blue', u'hold', u'tiger']
[u'blunkett', u'resign', u'blair', u'govern']
[u'boffin', u'build', u'smart', u'scarecrow']
[u'britain', u'profit', u'buri', u'foreign', u'wast']
[u'britain', u'warn', u'travel', u'indonesia', u'terror']
[u'bundaberg', u'isi', u'suggest', u'sugar', u'reform', u'plan']
[u'bush', u'wag', u'twin', u'deficit']
[u'busi', u'group', u'back', u'earli', u'alga', u'studi']
[u'bypass', u'fund', u'issu', u'rais']
[u'cadet', u'program', u'encourag', u'school', u'attend']
[u'stop', u'south', u'sister', u'log', u'plan']
[u'cambodian', u'guilti', u'wife', u'murder']
[u'cameron', u'doomadge', u'mother', u'die']
[u'help', u'fight', u'domest', u'violenc']
[u'chamber', u'back', u'safeti', u'export']
[u'christma', u'wont', u'disadvantag', u'client', u'centrelink']
[u'citrus', u'grower', u'vent', u'frustrat']
[u'commit', u'smoker', u'cremat', u'fag']
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[u'conserv', u'strategi', u'protect', u'tuart']
[u'costa', u'reject', u'interchang', u'claim']
[u'council', u'elect', u'offici']
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[u'council', u'want', u'rail', u'freight', u'line', u'track']
[u'counsel', u'servic', u'critic', u'bankruptci', u'plan']
[u'csiro', u'play', u'role', u'bolster', u'alic', u'spring']
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[u'death', u'toll', u'rise', u'karbala', u'bomb']
[u'demand', u'grow', u'salvo', u'christma', u'servic']
[u'democrat', u'seek', u'urgent', u'inquiri', u'forest']
[u'dizzi', u'go', u'langer', u'fight']
[u'doubt', u'rais', u'fast', u'train', u'speed']
[u'downer', u'discuss', u'concern', u'vanuatu']
[u'dubbo', u'start', u'sofa']
[u'earli', u'photo', u'sell']
[u'england', u'coach', u'best', u'world', u'marsh']
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[u'extra', u'crew', u'send', u'battl', u'bushfir']
[u'fear', u'wild', u'threat', u'spread']
[u'forest', u'contractor', u'gunn', u'lawsuit']
[u'offici', u'appeal', u'bail', u'refus']
[u'gorman', u'win', u'gold', u'china']
[u'govern', u'anger', u'ansett', u'worker']
[u'govt', u'appoint', u'minist', u'children']
[u'govt', u'unsway', u'secur', u'zone', u'concern']
[u'want', u'retrain', u'scheme', u'entic', u'doctor']
[u'greek', u'hijack', u'end']
[u'group', u'take', u'issu', u'rate', u'charg', u'chang']
[u'guantanamo', u'prison', u'clear', u'challeng', u'detent']
[u'gunmen', u'kill', u'senior', u'iraqi', u'ministri', u'offici']
[u'harper', u'name', u'sydney', u'chief']
[u'health', u'minist', u'hear', u'case', u'rescu', u'chopper']
[u'henman', u'upbeat', u'babi']
[u'hewitt', u'davenport', u'head', u'sydney', u'field']
[u'hewitt', u'rashe', u'book', u'doubl', u'date']
[u'homeswest', u'cop', u'flak', u'indigen', u'tenanc']
[u'hospit', u'beat', u'anaesthetist', u'appoint']
[u'hous', u'construct', u'rat', u'plummet']
[u'iceland', u'offer', u'sanctuari', u'chess', u'legend', u'fischer']
[u'industri', u'land', u'shortag', u'prompt', u'council', u'review']
[u'injur', u'eagl', u'releas', u'rehabilit']
[u'injur', u'harri', u'miss', u'lanka', u'dayer']
[u'iraqi', u'elect', u'campaign', u'begin']
[u'italian', u'kidnap', u'iraq', u'report']
[u'jackson', u'lawyer', u'seek', u'dismiss', u'charg']
[u'jakarta', u'hotel', u'play', u'terror', u'alert']
[u'japanes', u'steelmak', u'australian', u'coal', u'mine']
[u'jone', u'sue', u'drug', u'accus']
[u'juri', u'deliber', u'crash', u'trial']
[u'karbala', u'bomb', u'kill', u'wound']
[u'kewel', u'expect', u'miss', u'socceroo', u'friend']
[u'peopl', u'smuggl', u'convict', u'overturn']
[u'wit', u'bashir', u'trial', u'withdraw', u'confess']
[u'khartoum', u'agre', u'stop', u'darfur', u'militari', u'offens']
[u'kiwi', u'recal', u'tuffey']
[u'langer', u'gilchrist', u'ralli', u'australia']
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[u'langer', u'spoil', u'pakistan', u'pace', u'parti']
[u'lawyer', u'warn', u'mobil', u'phone', u'pitfal']
[]
[u'play', u'say', u'chappel']
[u'lennon', u'reject', u'call', u'forestri', u'inquiri']
[u'liber', u'say', u'connecteast', u'share', u'profit']
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[u'magnific', u'langer', u'rescu', u'australia']
[u'die', u'victoria', u'stab']
[u'get', u'life', u'murder', u'children']
[u'plead', u'guilti', u'kidnap', u'teen']
[u'martin', u'back', u'water', u'panel', u'appoint']
[u'master', u'champ', u'green', u'play', u'open']
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[u'hotel', u'facelift']
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[u'missil', u'expert', u'cast', u'doubt', u'star', u'war']
[u'fear', u'telstra', u'privatis', u'region', u'impact']
[u'paranoid', u'phone', u'tap']
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[u'newcastl', u'jobless', u'rate', u'rise']
[u'aquacultur', u'industri', u'expans']
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[u'oberon', u'rule', u'fluorid', u'water']
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[u'pakistan', u'coach', u'hit', u'miandad', u'critic']
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[u'palestinian', u'hardlin', u'reject', u'ceas', u'plea']
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[u'paralymp', u'legend', u'rule', u'beij', u'appear']
[u'pasta', u'maker', u'kyabram', u'home']
[u'pilbara', u'fund', u'roll', u'shire', u'project']
[u'pilot', u'error', u'play', u'mackay', u'plane', u'scare']
[u'pitcairn', u'island', u'elect', u'mayor']
[u'plan', u'minist', u'assess', u'wind', u'farm', u'plan']
[u'plan', u'afoot', u'unit', u'colleg']
[u'polic', u'bust', u'luxuri', u'import', u'gang']
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[u'prais', u'palm', u'polic', u'riot']
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[u'product', u'ramp', u'timor', u'leak']
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[u'qanta', u'offer', u'refund', u'ticket', u'indonesian']
[u'queen', u'plan', u'tour', u'mercuri', u'death']
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[u'rain', u'prove', u'miss', u'grazier']
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[u'ratepay', u'council', u'consult']
[u'razorback', u'rout', u'understrength', u'wildcat']
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[u'report', u'show', u'rise', u'foster', u'care', u'bulli']
[u'resid', u'fear', u'casino', u'plan']
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[u'lanka', u'urg', u'offer', u'support', u'norway']
[u'strong', u'trade']
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[u'studi', u'uncov', u'ant', u'degre', u'navig']
[u'sudan', u'govt', u'agre', u'stop', u'militari', u'offens']
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[u'univers', u'play', u'role', u'saturn', u'mission']
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[u'announc', u'world', u'wide', u'embassi', u'overhaul']
[u'court', u'reject', u'anti', u'terror', u'detent', u'polici']
[u'ukrain', u'vow', u'protest', u'poll', u'result']
[u'union', u'back', u'meatwork', u'revamp']
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[u'eas', u'sanction', u'cuba', u'iran', u'sudan']
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[u'boost', u'miner', u'explor']
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[u'western', u'power', u'admit', u'breach', u'regul']
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[u'wild', u'oat', u'sow', u'sydney', u'hobart', u'warn']
[u'woman', u'lose', u'prosecut', u'swim', u'coach']
[u'yass', u'water', u'restrict', u'lift']
[u'zarqawi', u'trial', u'begin', u'jordan']
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[u'surplus', u'half', u'year', u'budget', u'review']
[u'campaign', u'target', u'christma', u'drink', u'driver']
[u'probe', u'schofield', u'west']
[u'alleg', u'lade', u'tape', u'target', u'saudi', u'ruler']
[u'allianc', u'breath', u'life', u'coal']
[u'ord', u'break', u'mark']
[u'alston', u'award', u'london', u'post']
[u'alston', u'welcom', u'london', u'challeng']
[u'amcor', u'settl', u'employe']
[u'increas', u'sudan', u'conting']
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[u'aussi', u'claim', u'earli', u'wicket']
[u'australia', u'ask', u'deeper', u'program']
[u'australian', u'barrack', u'iraq']
[u'bangladesh', u'small', u'target', u'ahead', u'second', u'india']
[u'bankruptci', u'wont', u'halt', u'yuko', u'asset', u'sale']
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[u'blue', u'tiger', u'even', u'pois']
[u'blue', u'tiger', u'lock', u'tight', u'clash']
[u'brown', u'vow', u'continu', u'growth', u'forest', u'campaign']
[u'bull', u'slump', u'defeat', u'season']
[u'bumbl', u'batsmen', u'pakistan']
[u'bushrang', u'face', u'undef', u'bull', u'gabba']
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[u'campaign', u'aim', u'fight', u'newcastl', u'drink', u'drive']
[u'campaign', u'highlight', u'famili', u'violenc', u'law']
[u'central', u'west', u'student', u'cream', u'crop']
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[u'chelsea', u'look', u'clip', u'canari', u'wing']
[u'chopper', u'pilot', u'surviv', u'ipswich', u'crash', u'land']
[u'secret', u'detent', u'camp', u'guantanamo']
[u'clean', u'bosnich', u'target', u'lower', u'leagu', u'comeback']
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[u'coast', u'put', u'focus', u'sustain', u'tourism']
[u'competit', u'prompt', u'chief', u'increas']
[u'connor', u'boost', u'british', u'tenni']
[u'coonan', u'deni', u'telstra', u'cut', u'link']
[u'correct', u'offic', u'begin', u'work', u'women']
[u'cosmet', u'surgeri', u'compani', u'back', u'surgeon', u'warn']
[u'councillor', u'question', u'tweed', u'council', u'probe']
[u'council', u'want', u'carr', u'meet', u'rail']
[u'counsellor', u'hand', u'listen', u'christma', u'time']
[u'coupl', u'poison', u'sofa', u'award', u'damag']
[u'court', u'throw', u'cash', u'lifelin', u'kay', u'victim']
[u'crew', u'stretch', u'bushfir', u'rage', u'esper']
[u'darchinyan', u'say', u'goodnight', u'iren']
[u'darwin', u'storm', u'ground', u'qanta']
[u'dept', u'consid', u'support', u'accommod', u'option']
[u'dismal', u'pakistan', u'rope']
[u'downer', u'deni', u'indonesia', u'terror', u'snub']
[u'downer', u'hail', u'franc', u'role', u'pacif']
[u'downer', u'posit', u'meet', u'vanuatu']
[u'draper', u'dilemma', u'tenni', u'golf']
[u'draper', u'show', u'sport', u'specialist']
[u'dravid', u'gambhir', u'plunder', u'bangladesh']
[u'driver', u'urg', u'christma', u'statist']
[u'drive', u'regist', u'exil', u'iraqi', u'elect']
[u'educ', u'plan', u'help', u'road', u'crash']
[u'kill', u'afghan', u'prison', u'sieg']
[u'ellison', u'welcom', u'year', u'sentenc', u'peopl']
[u'esper', u'fire', u'continu', u'burn']
[u'timor', u'cabinet', u'pass', u'landmark', u'petroleum']
[u'offer', u'octob', u'date', u'turkey', u'talk']
[u'exot', u'moth', u'combat', u'mimosa', u'infest']
[u'fin', u'wenger', u'ruud', u'comment']
[u'farmer', u'urg', u'photograph', u'dodgi', u'power', u'pole']
[u'fast', u'consid', u'answer', u'plater', u'woe']
[u'feder', u'minist', u'flag', u'rate', u'hike']
[u'fiji', u'reshuffl', u'cabinet']
[u'final', u'give', u'armidal', u'polic', u'station']
[u'victim', u'injuri', u'consid', u'suspici']
[u'charg', u'man', u'bodi']
[u'french', u'algerian', u'jail', u'plot', u'market', u'bomb']
[u'fish', u'licenc', u'buyout', u'unlik']
[u'gambhir', u'dravid', u'steadi', u'india']
[u'germani', u'overwhelm', u'japan', u'tour', u'open']
[u'govt', u'encount', u'websit', u'problem']
[u'govt', u'rais', u'power', u'compani']
[u'govt', u'bluefin', u'tuna', u'conserv']
[u'grazier', u'fin', u'clear', u'heritag', u'list', u'land']
[u'group', u'jail', u'strasbourg', u'bomb', u'plot']
[u'amnesti', u'deadlin', u'trigger', u'remind']
[u'happi', u'tune', u'eager', u'super', u'return']
[u'hawk', u'halt', u'slide', u'sixer', u'narrowli']
[u'henin', u'hardenn', u'play', u'exhibit', u'match']
[u'hill', u'defend', u'maritim', u'secur', u'zone']
[u'hill', u'tri', u'sooth', u'indonesian', u'concern']
[u'homeless', u'shelter', u'unabl', u'cope', u'demand']
[u'hous', u'committe', u'call', u'independ', u'board']
[u'student', u'urg', u'consid', u'option']
[u'icac', u'clear', u'corrupt', u'alleg']
[u'indonesian', u'polic', u'bomb']
[u'indonesia', u'reject', u'maritim', u'secur', u'zone']
[u'iraq', u'poll', u'contest', u'bloc']
[u'iraq', u'crime', u'tribun', u'flaw', u'right', u'group']
[u'kasper', u'kill', u'pakistan', u'hop']
[u'kempsey', u'council', u'look', u'chang']
[u'langer', u'eye', u'doubl', u'aussi', u'push']
[u'langer', u'eye', u'doubl', u'australia', u'push']
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[u'darwin', u'coupl', u'share', u'tsunami', u'stori']
[u'demon', u'rememb', u'heart', u'broadbridg']
[u'niro', u'stiller', u'combin', u'prove', u'offic']
[u'diplomat', u'secur', u'review', u'fiji']
[u'doctor', u'girl', u'utero']
[u'doctor', u'urg', u'peopl', u'avoid', u'eat', u'larg', u'reef', u'fish']
[u'doctor', u'voic', u'anger', u'concess', u'card', u'valid']
[u'donat', u'tarpaulin', u'head', u'lanka']
[u'dont', u'compass', u'stop', u'gilchrist']
[u'dont', u'write', u'warn', u'injuri', u'wilkinson']
[u'dragon', u'play', u'trial', u'match', u'man']
[u'earli', u'childhood', u'program', u'fund', u'east', u'kimberley']
[u'elect', u'specul', u'continu']
[u'export', u'fight', u'propos', u'cartel', u'chang']
[u'farmer', u'hope', u'summer', u'plant', u'season']
[u'feder', u'jet']
[u'femal', u'prison', u'studi', u'highlight', u'crime', u'drug', u'link']
[u'caus', u'damag', u'outsid', u'perth']
[u'destroy', u'airli', u'beach', u'hous']
[u'firefight', u'battl', u'grass']
[u'firefight', u'battl', u'townhous', u'blaze']
[u'fourteen', u'storm', u'batter', u'europ']
[u'fresh', u'quak', u'rock', u'aceh']
[u'concert', u'rais', u'thousand', u'tsunami', u'relief']
[u'die', u'singl', u'accid']
[u'girl', u'burn', u'accident', u'polic']
[u'glori', u'hunt', u'coach']
[u'govt', u'award', u'gunn', u'hous', u'contract']
[u'govt', u'look', u'fish', u'group', u'tuna', u'farm', u'concern']
[u'green', u'group', u'oppos', u'lobster', u'fisheri', u'approv']
[u'green', u'seek', u'warn', u'rail', u'disput']
[u'group', u'appeal', u'council', u'adult', u'supermarket']
[u'gulf', u'victim', u'overpay', u'auditor']
[u'hewitt', u'reject', u'aust', u'open', u'choker']
[u'hospit', u'staff', u'receiv', u'similar', u'work', u'condit']
[u'ierodiaconou', u'lead', u'aerial', u'canada']
[u'immigr', u'year', u'high']
[u'indonesia', u'confirm', u'soldier', u'respons', u'aceh']
[u'indonesia', u'deni', u'limit', u'worker', u'movement']
[u'indonesian', u'death', u'toll']
[u'internet', u'figur', u'suggest', u'worker', u'demand']
[u'inzamam', u'shoaib', u'face', u'fit', u'race']
[u'revers', u'nation', u'trend']
[u'biggest', u'drop', u'month']
[u'johnson', u'make', u'long', u'await', u'return', u'bull']
[u'juve', u'extend', u'lead']
[u'keelti', u'warn', u'aust', u'tsunami', u'toll', u'rise']
[u'king', u'croc']
[u'latham', u'miss', u'labor', u'tsunami', u'brief']
[u'speed']
[u'legend', u'pilot', u'world', u'record', u'jump']
[u'light', u'plane', u'crash', u'melbourn', u'airport']
[u'local', u'council', u'critic', u'wast', u'standard']
[u'macqueen', u'dismiss', u'role', u'perth', u'team']
[u'magic', u'million', u'sale', u'record']
[u'arrest', u'aust', u'diplomat', u'bash']
[u'charg', u'stab']
[u'charg', u'polic', u'imperson']
[u'die', u'alburi', u'crash']
[u'hospitalis', u'incid', u'cape', u'barren']
[u'surviv', u'day', u'lose', u'bush']
[u'surviv', u'hang', u'glide', u'accid']
[u'maryborough', u'kick', u'anniversari', u'celebr']
[u'mayor', u'put', u'support', u'rail', u'transport', u'timber']
[u'meatwork', u'oper']
[u'monaro', u'drought', u'coastal', u'region', u'improv']
[u'mother', u'happi', u'longer', u'miss']
[u'moya', u'retain', u'chennai', u'open', u'titl', u'donat', u'prize']
[u'newman', u'make', u'narrow', u'escap', u'burn', u'race']
[u'tram', u'plan', u'bendigo', u'lake']
[u'upset', u'arsenal', u'newcastl']
[u'need', u'carer', u'law', u'review', u'find']
[u'shark', u'cull', u'gold', u'coast', u'canal']
[u'pharmacist', u'train', u'deal', u'depress']
[u'list', u'expect', u'boost', u'profil']
[u'donat', u'tonn', u'indonesia']
[u'livestock', u'export', u'jump']
[u'nurs', u'reject', u'govt', u'offer']
[u'compani', u'deni', u'agent', u'orang', u'claim']
[u'compani', u'blame', u'high', u'region', u'petrol']
[u'oliv', u'breast', u'cancer', u'fight', u'studi']
[u'opposit', u'seek', u'clariti', u'home', u'buyer']
[u'outback', u'hotel', u'sale', u'garner']
[u'penguin', u'fare', u'better', u'expect', u'iceberg']
[u'peplin', u'happi', u'drug', u'trial', u'result']
[u'pharmacist', u'join', u'rural', u'depress', u'crusad']
[u'polic', u'continu', u'search', u'miss', u'tourist']
[u'polic', u'follow', u'diver', u'request', u'rescu', u'mission']
[u'polic', u'investig', u'campsi', u'arm', u'robberi']
[u'polic', u'investig', u'cape', u'barren', u'island', u'shoot']
[u'polic', u'investig', u'disappear', u'coupl']
[u'polic', u'scale', u'search', u'miss']
[u'polic', u'seek', u'help', u'miss', u'woman']
[u'powel', u'urg', u'rethink', u'tsunami']
[u'press', u'amid', u'tsunami', u'devast']
[u'properti', u'owner', u'advis', u'obtain', u'permit']
[u'public', u'hous', u'rent', u'hike', u'notic', u'mistak']
[u'pub', u'close', u'follow', u'brawl']
[u'lib', u'govt', u'sell', u'airport', u'stake']
[u'radcliff', u'london', u'marathon']
[u'rain', u'eas', u'move', u'west']
[u'rat', u'demonstr', u'languag', u'skill']
[u'real', u'mark', u'barca', u'slump']
[u'record', u'tourism', u'caus', u'south', u'coast', u'strain']
[u'cross', u'overwhelm', u'tsunami', u'relief', u'respons']
[u'repeat', u'drink', u'drive', u'offend', u'get', u'month', u'sentenc']
[u'rise', u'sea', u'threaten', u'port', u'island']
[u'rotari', u'focus', u'rebuild', u'tsunami', u'devast']
[u'rural', u'polic', u'station', u'readi']
[u'diseas', u'expert', u'head', u'aceh']
[u'salvo', u'help', u'farm', u'children', u'return', u'school']
[u'probe', u'bird', u'death', u'olymp']
[u'scientist', u'declar', u'rice', u'trial', u'safe']
[u'scientist', u'rule', u'link', u'decemb', u'quak']
[u'search', u'resum', u'miss', u'cruis', u'ship', u'passeng']
[u'volunt', u'recognis', u'festiv', u'work']
[u'shire', u'defend', u'health', u'plan']
[u'sinn', u'fein', u'know', u'bank', u'heist', u'irish', u'say']
[u'skydiv', u'critic', u'condit', u'accid']
[u'stock', u'market', u'post', u'record', u'high']
[u'summernat', u'clean', u'begin']
[u'sydney', u'kill', u'north', u'west', u'crash']
[u'taskforc', u'track', u'fox']
[u'nurs', u'help', u'maldiv', u'tsunami', u'relief', u'effort']
[u'opposit', u'seek', u'smaller', u'class', u'size']
[u'teacher', u'compil', u'tsunami', u'resourc', u'student']
[u'teenag', u'die', u'bird']
[u'teen', u'critic', u'crash']
[u'thai', u'court', u'approv', u'extradit']
[u'thai', u'restart', u'identifi', u'tsunami', u'victim']
[u'thiev', u'strike', u'bowl', u'club']
[u'velodrom', u'gold', u'bat']
[u'lebanon', u'israel', u'border', u'clash']
[u'hunter', u'valley', u'road']
[u'townsvill', u'respond', u'tsunami', u'relief', u'appeal']
[u'tsunami', u'brief', u'labor', u'minus', u'latham']
[u'tsunami', u'support', u'concert', u'declar', u'success']
[u'kill', u'separ', u'road', u'accid']
[u'ukrain', u'plan', u'iraq', u'pullout', u'soldier', u'kill']
[u'concern', u'student', u'tsunami', u'affect']
[u'peacekeep', u'kill', u'lebanon', u'border', u'clash']
[u'seek', u'million', u'sudan']
[u'deni', u'troop', u'kill', u'iraqi', u'polic', u'civilian']
[u'helicopt', u'crash', u'aceh']
[u'mull', u'home', u'grow', u'militia', u'iraq']
[u'releas', u'prison', u'ghraib']
[u'vet', u'urg', u'help', u'tsunami', u'anim', u'victim']
[u'residenti', u'tower']
[u'stockbrok', u'ban', u'life']
[u'doctor', u'prais', u'tsunami', u'relief', u'work']
[u'warn', u'plan', u'lankan', u'mission']
[u'weather', u'bureau', u'keep', u'cyclon', u'kerri']
[u'weather', u'warn', u'issu', u'lanka']
[u'western', u'power', u'issu', u'profit', u'warn']
[u'westfield', u'group', u'acquir', u'shop', u'complex']
[u'white', u'spadea', u'embarrass', u'sanchez']
[u'woodsid', u'submit', u'plan', u'expans']
[u'worksaf', u'assess', u'shear', u'shed']
[u'world', u'team', u'charg']
[u'world', u'tsunami', u'chariti', u'match']
[u'promot', u'green', u'reconstruct', u'tsunami']
[u'xstrata', u'defend', u'shutdown']
[u'youth', u'input', u'seek', u'technic', u'colleg', u'need']
[u'youth', u'radio', u'come', u'broom']
[u'fund', u'tsunami', u'victim']
[u'abba', u'savour', u'victori', u'israel', u'urg', u'action']
[u'aborigin', u'death', u'custodi', u'case', u'return', u'court']
[u'aborigin', u'seek', u'role', u'fight', u'pest']
[u'ghraib', u'pyramid', u'like', u'cheerlead']
[u'accc', u'rule', u'primus', u'telstra', u'disput']
[u'convoy', u'reach', u'isol', u'indonesian', u'town']
[u'transport', u'cost', u'mount']
[u'albanes', u'tour', u'tarkin']
[u'alic', u'communiti', u'gather', u'tsunami', u'appeal']
[u'advoc', u'multipl', u'vaccin', u'infant']
[u'analyst', u'say', u'nurs', u'minor', u'factor', u'elect']
[u'antarct', u'conqueror', u'return', u'home']
[u'applebi', u'climb', u'world', u'rank']
[u'armstrong', u'set', u'deadlin', u'tour', u'decis']
[u'armi', u'confid', u'indonesian', u'protect', u'aceh']
[u'assist', u'cricket', u'coach', u'head', u'program']
[u'astronom', u'largest', u'know', u'star']
[u'team', u'confid', u'despit', u'loss']
[u'atlant', u'ocean', u'island', u'mail', u'send', u'south', u'america']
[u'aussi', u'wildcard', u'knock', u'hobart']
[u'aust', u'give', u'seychell']
[u'australian', u'share', u'market', u'end', u'record']
[u'aust', u'snooker', u'player', u'deni', u'assault', u'claim']
[u'black', u'hole', u'observ', u'astronom', u'spin']
[u'boati', u'warn', u'rough', u'sea']
[u'bureau', u'keep', u'watch']
[u'burnett', u'shire', u'place', u'chang']
[u'sack', u'erron', u'bush', u'stori']
[u'central', u'banker', u'global', u'growth']
[u'charg', u'drink', u'driver', u'seven', u'time']
[u'chilean', u'judg', u'grant', u'pinochet', u'bail']
[u'china', u'billionth', u'babi', u'pooh', u'pooh', u'commerci']
[u'commiss', u'dive', u'vessel', u'man', u'river']
[u'want', u'underwat', u'mountain']
[u'coria', u'rise', u'occas', u'zealand']
[u'corrug', u'iron', u'steal', u'roof', u'histor']
[u'sleep', u'beat', u'obes']
[u'council', u'look', u'clear', u'tyre']
[u'council', u'flag', u'rate', u'rise', u'fund', u'land', u'handback']
[u'pipelin', u'expect', u'boost', u'electr', u'suppli']
[u'crew', u'confid', u'contain', u'wangari']
[u'crew', u'fight', u'hobart', u'blaze']
[u'cricket', u'post', u'score', u'chariti']
[u'cyclon', u'kerri', u'make', u'presenc', u'felt']
[u'darl', u'water', u'wont', u'reach']
[u'deep', u'water', u'diver', u'own', u'more', u'properti']
[u'devaugh', u'head', u'devast', u'compani', u'collaps']
[u'diabet', u'doctor', u'acquit', u'danger', u'drive']
[u'deep', u'tsunami', u'anim', u'victim', u'rspca']
[u'doctor', u'hope', u'unborn', u'surgeri', u'success']
[u'downer', u'congratul', u'abba', u'victori']
[u'drop', u'rate', u'factor', u'enrol']
[u'drug', u'seiz', u'polic', u'raid', u'home']
[u'dulko', u'advanc', u'hobart']
[u'earli', u'disast', u'warn', u'island', u'meet', u'agenda']
[u'dead', u'bushfir']
[u'guerrouj', u'rare', u'cross', u'countri', u'appear']
[u'explos', u'steal', u'satellit', u'dish', u'bomb']
[u'windfal', u'exet']
[u'fals', u'passport', u'charg', u'withdraw', u'sydney']
[u'feder', u'emphasis', u'time', u'role', u'roch']
[u'guantanamo', u'intellig', u'valu', u'offici']
[]
[u'declar', u'victoria']
[u'firefight', u'battl', u'grass', u'blaze']
[u'firefight', u'contain', u'mount', u'osmond', u'blaze']
[u'fire', u'caus', u'power', u'cut']
[u'fire', u'close', u'south', u'eastern', u'freeway']
[u'food', u'drop', u'bind', u'burketown']
[u'forens', u'team', u'face', u'daunt', u'task', u'thailand']
[u'forget', u'hrbati', u'fin', u'mandarin', u'mistak']
[u'bash', u'tavern', u'worker', u'basebal']
[u'gold', u'price', u'expect', u'bounc']
[u'govt', u'defend', u'focus', u'countri', u'road']
[u'govt', u'deni', u'generat', u'fund', u'claim']
[u'govt', u'hose', u'aceh', u'secur', u'concern']
[u'govt', u'increas', u'weed', u'fund', u'grant']
[u'govt', u'rebuk', u'staff', u'member', u'letter']
[u'govt', u'probe', u'council', u'fund', u'function']
[u'govt', u'put', u'commerci', u'crab', u'fish']
[u'govt', u'seek', u'public', u'comment', u'energi', u'polici']
[u'green', u'scheme', u'push', u'power', u'price']
[u'group', u'want', u'parti', u'environment', u'vision']
[u'guantanamo', u'translat', u'plead', u'guilti']
[u'hayden', u'rest', u'dayer']
[u'health', u'dept', u'warn', u'ross', u'river', u'threat']
[u'heat', u'kill', u'linger', u'locust']
[u'hewitt', u'breez', u'sydney', u'second', u'round']
[u'honda', u'complet']
[u'hospit', u'defend', u'traine', u'intak', u'number']
[u'hospit', u'disput', u'intensifi']
[u'hunter', u'hit', u'higher', u'countri', u'petrol', u'price']
[u'illawarra', u'health', u'chief', u'resign']
[u'imposs', u'mean', u'test', u'school', u'allow']
[u'india', u'crash', u'kill']
[u'indigen', u'leader', u'say', u'prison', u'answer']
[u'indonesia', u'ban', u'milit', u'group', u'offer']
[u'indonesian', u'armi', u'face', u'aceh']
[u'indonesia', u'warn', u'safeti', u'worker', u'aceh']
[u'injur', u'butcher', u'south', u'africa', u'tour']
[u'iraq', u'insurg', u'kill', u'string', u'attack']
[u'isra', u'parliament', u'approv', u'govern', u'coalit']
[u'italian', u'smoker', u'forc', u'outdoor']
[u'jordan', u'confid', u'readi', u'melbourn']
[u'kolkata', u'like', u'venu', u'return', u'game']
[u'labor', u'downplay', u'latham', u'resign', u'talk']
[u'lake', u'wetherel', u'soon', u'open', u'fisher']
[u'latham', u'offic', u'cagey', u'whereabout']
[u'life', u'save', u'grant', u'welcom']
[u'local', u'student', u'boost', u'hospit', u'servic']
[u'lower', u'eyr', u'peninsula', u'fire', u'burn', u'control']
[u'manag', u'team', u'appoint', u'health', u'servic']
[u'charg', u'cape', u'barren', u'island', u'shoot']
[u'manganes', u'assess']
[u'manganes', u'generat']
[u'surrend', u'polic', u'assault']
[u'face', u'court', u'fiji', u'diplomat', u'mug']
[u'acehnes', u'food', u'suppli']
[u'matthew', u'impress', u'aker', u'season', u'form']
[u'mildura', u'microscop']
[u'milit', u'musharraf', u'assassin', u'escap']
[u'minist', u'defend', u'travel', u'expens']
[u'molik', u'advanc', u'sydney']
[u'british', u'troop', u'bind', u'iraq']
[u'morn', u'pill', u'sale']
[u'myskina', u'bow', u'sydney']
[u'natur', u'come', u'onlin', u'launceston']
[u'navi', u'ship', u'reach', u'indonesia', u'friday']
[u'milit', u'attack', u'pose', u'earli', u'challeng', u'abba']
[u'news', u'corp', u'chase', u'stock']
[u'year', u'consult', u'strategi', u'pay']
[u'crew', u'alert', u'temperatur', u'rise']
[u'polic', u'continu', u'search', u'miss', u'tourist']
[u'opposit', u'critic', u'qlds', u'juvenil', u'offend', u'law']
[u'control', u'bushfir', u'kill']
[u'peterhansel', u'despr', u'prevail', u'dakar', u'stage']
[u'pilot', u'error', u'factor', u'hang', u'glider', u'death']
[u'player', u'avail', u'question', u'return', u'appeal']
[u'question', u'vanadium', u'closur']
[u'polic', u'prison', u'escape']
[u'polic', u'plaudit', u'driver']
[u'polic', u'suspect', u'miss', u'burni', u'murder']
[u'power', u'station', u'oper', u'confid', u'goldfield']
[u'pratt', u'bounc', u'canberra', u'classic']
[u'professor', u'advoc', u'cancer', u'research', u'aborigin']
[u'psychiatrist', u'wish', u'help', u'tsunami']
[u'ralli', u'hear', u'iranian', u'persecut']
[u'rebel', u'guarante', u'worker', u'safeti', u'aceh']
[u'research', u'monkey', u'gene', u'link', u'block']
[u'resid', u'complain', u'wine', u'compani', u'smell']
[u'right', u'wing', u'extremist', u'plead', u'guilti', u'arson']
[u'rilli', u'rule', u'player', u'week', u'award']
[u'rooney', u'chelsea', u'recal']
[u'ruddock', u'announc', u'habib', u'releas', u'guantanamo']
[u'aim', u'curb', u'organis', u'crime']
[u'seek', u'advic', u'aceh', u'conflict']
[u'want', u'indonesia', u'charg', u'relief']
[u'school', u'brace', u'traumatis', u'student', u'return']
[u'school', u'support', u'program', u'receiv', u'fund', u'boost']
[u'second', u'dun', u'murder', u'suspect', u'arrest']
[u'seven', u'kill', u'california', u'storm']
[u'sharon', u'issu', u'challeng', u'palestinian', u'leader']
[u'sink', u'swim', u'montreal', u'world', u'titl']
[u'korea', u'launch', u'mobil', u'satellit']
[u'springborg', u'campaign', u'parti']
[u'lanka', u'releas', u'quartet', u'world', u'seri']
[u'lanka', u'tour', u'zealand', u'april']
[u'standardis', u'medic', u'chart', u'patient']
[u'stawel', u'polic', u'station', u'reduc', u'open', u'hour']
[u'studi', u'look', u'type', u'diabet', u'prevent']
[u'submiss', u'seek', u'draft', u'coastal', u'manag']
[u'sudanes', u'communiti', u'celebr', u'peac', u'agreement']
[u'sydney', u'escap', u'drug', u'charg']
[u'tactic', u'crime', u'squad', u'start', u'post']
[u'tasmanian', u'firefight', u'alert']
[u'alic', u'give', u'local', u'industri', u'need', u'boost']
[u'kill', u'kuwait', u'citi', u'shootout']
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[u'build', u'apprenticeship', u'year']
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[u'cowboy', u'worri', u'origin', u'player', u'loss']
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[u'csiro', u'score', u'entomolog']
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[u'cyclist', u'injur', u'collis']
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[u'debat', u'rag', u'nuclear', u'power']
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[u'doubt', u'cast', u'sunshin', u'coast', u'capit', u'work']
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[u'eagl', u'prepar', u'torrid', u'clash', u'bomber']
[u'economist', u'lower', u'rate', u'forecast']
[u'elkington', u'qualifi', u'open']
[u'give', u'green', u'light', u'industri', u'site', u'clean']
[u'ethiopian', u'kill', u'elect', u'protest']
[u'reform', u'good', u'local', u'farmer', u'report']
[u'eurobodalla', u'council', u'shire', u'lift', u'rat']
[u'farmer', u'pleas', u'moira', u'east', u'drought']
[u'feder', u'tough', u'test', u'hall']
[u'femal', u'orgasm', u'gene']
[u'fighter', u'plan', u'escort', u'bomb', u'alert']
[u'figur', u'drought', u'worsen']
[u'fiji', u'union', u'plan', u'protest', u'coup', u'amnesti']
[u'fine', u'furnitur', u'student', u'express', u'concern']
[u'firefight', u'budget', u'omiss', u'complaint']
[u'fisher', u'continu', u'opposit', u'higher', u'licenc', u'fee']
[u'flood', u'hit', u'southern']
[u'fli', u'padr', u'reach', u'mileston']
[u'fonterra', u'bonlac', u'sharehold', u'juli']
[u'forc', u'sign', u'rooki', u'quartet']
[u'policeman', u'jail', u'stockpil', u'illeg']
[u'control', u'jail', u'oversea', u'child']
[u'fund', u'woe', u'conservatorium', u'cours']
[u'gather', u'discuss', u'plan', u'region']
[u'georgeson', u'rid', u'high', u'franc']
[u'glazer', u'son', u'join', u'board']
[u'gore', u'honour', u'geek', u'night']
[u'govt', u'accus', u'back', u'age', u'care', u'closur']
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[u'govt', u'provid', u'renew', u'energi', u'project']
[u'govt', u'appeal', u'pork', u'rule']
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[u'govt', u'cabinet', u'cater', u'decis']
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[u'govt', u'urg', u'help', u'perman', u'caravan', u'park', u'resid']
[u'grain', u'forecast', u'alarmist', u'analyst', u'say']
[u'greenspan', u'comment', u'fail', u'support', u'stock']
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[u'liber', u'leader', u'plan', u'elect', u'trip', u'bendigo']
[u'lion', u'fan', u'right', u'parti']
[u'mackay', u'roadwork', u'fund', u'disappoint']
[u'magpi', u'unlik', u'buckley', u'demon', u'clash']
[u'accus', u'arm', u'robberi', u'tell', u'expect', u'long']
[u'accus', u'satellit', u'dish', u'bomb', u'face']
[u'charg', u'hobart', u'sieg', u'end']
[u'charg', u'narrogin', u'home', u'invas']
[u'hold', u'babi', u'hobart', u'sieg']
[u'jail', u'underag', u'incest']
[u'ownership', u'chang', u'expect', u'affect', u'wagga']
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[u'memori', u'fail', u'mcgee', u'wife', u'commiss']
[u'minimum', u'wage', u'rise', u'cost', u'famili', u'analyst']
[u'minist', u'hear', u'port', u'hedland', u'hous', u'concern']
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[u'mix', u'wide', u'burnett', u'reaction', u'budget']
[u'warm', u'winter', u'day', u'forecast']
[u'mother', u'tale', u'take', u'orang', u'literari', u'prize']
[u'call', u'region', u'driver', u'educ', u'boost']
[u'support', u'shell', u'ethanol', u'plan']
[u'visit', u'aceh', u'check', u'program']
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[u'nadal', u'eye', u'feder', u'number', u'spot']
[u'game', u'upset', u'aust', u'conserv', u'foundat']
[u'ncoss', u'seek', u'fund', u'northern', u'river']
[u'presid', u'visit', u'bundaberg']
[u'clash', u'follow', u'bolivian', u'presid', u'resign']
[u'norfolk', u'flight', u'continu']
[u'orang', u'consid', u'cut', u'councillor', u'number']
[u'pakistan', u'draw', u'windi', u'seri']
[u'parent', u'feel', u'child', u'abus', u'alleg']
[u'park', u'woman', u'intern', u'quota', u'chief']
[u'parliament', u'hear', u'minist', u'prepar']
[u'peopl', u'smuggler', u'guilti', u'siev', u'case']
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[u'renew', u'nuclear', u'power', u'debat']
[u'report', u'find', u'high', u'indigen', u'kidney', u'failur', u'risk']
[u'resid', u'want', u'street', u'light', u'urg']
[u'african', u'health', u'minist', u'fire', u'aid', u'activist']
[u'govt', u'move', u'secur', u'major', u'defenc']
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[u'school', u'ask', u'govt', u'chen', u'famili', u'visa']
[u'scott', u'feel', u'pressur', u'major']
[u'second', u'violenc', u'ethiopia', u'poll', u'protest']
[u'second', u'defector', u'add', u'weight', u'claim']
[u'secur', u'review', u'lead', u'ticket', u'slug']
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[u'servic', u'station', u'spark', u'safeti', u'remind']
[u'shepparton', u'council', u'deliv', u'rate', u'rise']
[u'shire', u'group', u'urg', u'oppos', u'rail', u'closur', u'plan']
[u'shoot', u'victim', u'mother', u'question', u'mental', u'health']
[u'size', u'matter', u'newcastl', u'build', u'plan']
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[u'strong', u'demand', u'bull', u'despit', u'fall', u'cattl']
[u'superbug', u'threat', u'grow', u'expert', u'warn']
[u'support', u'nurs', u'examin', u'rape', u'victim']
[u'support', u'seek', u'goldfield', u'seat']
[u'swan', u'confid', u'frontbench', u'role', u'safe']
[u'sydney', u'oceania', u'final']
[u'taliban', u'milit', u'kill', u'soldier']
[u'chang', u'erod', u'rise', u'labor', u'say']
[u'teen', u'arrest', u'berri', u'busi', u'blaze']
[u'teen', u'face', u'court', u'sheep', u'slay']
[u'tender', u'call', u'sewerag', u'project']
[u'tenni', u'australia', u'hire', u'renown', u'coach', u'tiley']
[u'transport', u'infrastructur', u'win', u'budget']
[u'bodi', u'burn', u'hous']
[u'union', u'member', u'meet', u'mull', u'work', u'place', u'chang']
[u'union', u'plan', u'huge', u'campaign', u'govt', u'chang']
[u'union', u'worri', u'chang']
[u'union', u'threaten', u'action', u'code', u'conduct']
[u'unknown', u'bach', u'composit', u'discov']
[u'drop', u'push', u'probe', u'journalist', u'death']
[u'troop', u'arriv', u'defenc', u'exercis']
[u'vege', u'grower', u'hold', u'crisi', u'talk']
[u'vulner', u'farmer', u'diversifi', u'cope', u'drought']
[u'waff', u'oppos', u'wooli', u'foodland', u'takeov', u'plan']
[u'wage', u'decis', u'lead', u'sack', u'farmer']
[u'wage', u'decis', u'prompt', u'debat', u'futur', u'increas']
[u'govt', u'defend', u'respons', u'child', u'abus', u'state']
[u'wallabi', u'face']
[u'whale', u'spot', u'south', u'west', u'coast']
[u'wheeler', u'inquiri', u'examin', u'airport', u'crime']
[u'woman', u'jail', u'steal', u'die', u'veteran']
[u'women', u'prison', u'group', u'receiv', u'nation', u'award']
[u'workshop', u'focus', u'aquif', u'fear']
[u'abalon', u'ship', u'spark', u'visa']
[u'aborigin', u'definit', u'clear', u'lower', u'hous']
[u'acquitt', u'suspect', u'uphold']
[u'activist', u'fear', u'mass', u'chines', u'asylum', u'seeker']
[u'advoc', u'criticis', u'famili', u'detent', u'facil']
[u'contradict', u'earlier', u'evid', u'corrupt']
[u'pollut', u'woe', u'link', u'forest', u'fuel', u'burn']
[u'clear', u'give', u'olymp', u'white', u'powder']
[u'alleg', u'cocain', u'smuggler', u'deni', u'bail']
[u'field', u'candid', u'maywald']
[u'anger', u'darwin', u'mayor', u'support']
[u'anim', u'activist', u'speak', u'naval', u'exercis']
[u'artefact', u'come', u'indigen', u'cultur']
[u'asian', u'heavyweight', u'qualifi', u'world']
[u'audit', u'highlight', u'danger']
[u'australia', u'confirm', u'tour', u'bangladesh']
[u'aust', u'ralli', u'support', u'blow', u'whale']
[u'baggag', u'handler', u'arrest', u'cocain', u'charg']
[u'baggag', u'handler', u'charg', u'drug', u'haul']
[u'bathurst', u'council', u'appoint']
[u'beef', u'produc', u'capitalis', u'woe']
[u'better', u'rain', u'predict', u'rural', u'area']
[u'birthday', u'sleepov', u'end', u'tragedi']
[u'board', u'welcom', u'cattl', u'station', u'nativ', u'titl', u'decis']
[u'bowyer', u'face', u'trial', u'match', u'fight']
[u'brake', u'driver', u'educ', u'centr', u'plan']
[u'brown', u'coal', u'compani', u'urg', u'greener']
[u'brown', u'throw', u'gauntlet', u'nuclear', u'wast']
[u'budget', u'draw', u'mix', u'reaction', u'local', u'tourism']
[u'builder', u'peel', u'begin', u'banana', u'revamp']
[u'bunburi', u'council', u'woodchip']
[u'burk', u'head', u'heartland']
[u'bush', u'consid', u'guantanamo', u'option']
[u'smash', u'sydney', u'supermarket']
[u'cabinet', u'urg', u'consid', u'north', u'west', u'doctor', u'hous']
[u'cafe', u'extens', u'plan', u'creat', u'concern']
[u'cambodian', u'jail', u'kill', u'wife']
[u'carr', u'announc', u'rail', u'expans', u'plan']
[u'cart', u'water', u'rais', u'option', u'goulburn', u'water']
[u'cattlemen', u'stage', u'horseback', u'protest', u'alpin']
[u'central', u'darl', u'shire', u'discuss', u'councillor']
[u'centuri', u'remain', u'return', u'burial']
[u'children', u'fear', u'dead', u'hous']
[u'chines', u'diplomat', u'claim', u'investig']
[u'colleg', u'surgeon', u'say', u'critic', u'unfair']
[u'council', u'delay', u'draft', u'plan', u'scheme', u'deadlin']
[u'council', u'mandat', u'water', u'tank', u'hous']
[u'council', u'face', u'insur', u'worri']
[u'court', u'reserv', u'decis', u'fishermen']
[u'crespo', u'doubl', u'give', u'argentina', u'world']
[u'crow', u'sorri', u'hotel', u'phone', u'throw']
[u'dali', u'develop', u'elect', u'spotlight']
[u'defenc', u'exercis', u'fewer', u'econom', u'benefit']
[u'devonport', u'woman', u'jail', u'arm', u'robberi']
[u'docker', u'pair', u'suspend', u'catch', u'drink']
[u'doctor', u'doubt', u'detaine', u'recoveri']
[u'doctor', u'hold', u'high', u'hop', u'cancer', u'drug']
[u'dog', u'tast', u'shark', u'bring', u'reward']
[u'doubt', u'rais', u'bunburi', u'region', u'scheme']
[u'driver', u'long', u'weekend', u'safeti', u'remind']
[u'drought', u'area', u'widen']
[u'drought', u'assessor', u'tour', u'southern']
[u'drought', u'prompt', u'winter', u'crop', u'delay']
[u'duckshov', u'downer', u'urg', u'grant', u'chen', u'visa']
[u'dump', u'oppon', u'join', u'today', u'melbourn', u'ralli']
[u'embassi', u'packag', u'confirm', u'harmless']
[u'england', u'batti', u'squad']
[u'investig', u'children', u'bodi']
[u'america', u'sell', u'million']
[u'fisher', u'urg', u'lion', u'exclus', u'devic']
[u'governor', u'appoint', u'honorari', u'antarct']
[u'orang', u'chief', u'head', u'telstra']
[]
[u'acquit', u'kenya', u'hotel', u'blast']
[u'hous']
[u'fraser', u'coast', u'hospit', u'short', u'doctor']
[u'fund', u'chang', u'caus', u'child', u'care', u'fear']
[u'fund', u'seek', u'boost', u'babi', u'turtl', u'protect']
[u'futur', u'plan', u'outlin', u'coal', u'industri']
[u'firm', u'claim', u'consult', u'conserv']
[u'german', u'citi', u'prepar', u'hut', u'world']
[u'gold', u'coast', u'prepar', u'continu']
[u'govt', u'ask', u'fluorid', u'deliveri']
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[u'pilkadari', u'win', u'brunei', u'open']
[u'planet', u'align', u'cosmic']
[u'platypus', u'coloni', u'defend']
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[u'say', u'corbi', u'appeal', u'winnabl']
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[u'tape', u'hamper', u'pierc', u'creek', u'plan']
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[u'research', u'debunk', u'japanes', u'whale']
[u'resid', u'urg', u'watch', u'dodgi', u'builder']
[u'reveng', u'factor', u'eagl', u'wirrpunda']
[u'ridgeway', u'head', u'indigen', u'tourism', u'bodi']
[u'rumsfeld', u'acknowledg', u'outreach', u'iraqi', u'rebel']
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[u'settler', u'oppos', u'remov']
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[u'victorian', u'back', u'nuclear', u'power']
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[u'overlook', u'immun', u'fingleton']
[u'westpac', u'boss', u'elect', u'chairman']
[u'whale', u'museum', u'win', u'heritag', u'gong']
[u'whistleblow', u'tell', u'patel', u'concern', u'spark']
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[u'crowd', u'flock', u'mount', u'larcom']
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[u'blatter', u'consid', u'world', u'dope', u'test']
[u'bogut', u'tip', u'draft', u'select']
[u'boomer', u'love', u'train', u'gold', u'coast']
[u'brain', u'pacemak', u'eas', u'sever', u'depress']
[u'broadband', u'access', u'take']
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[u'broom', u'cane', u'toad', u'film', u'screen']
[u'bulldog', u'griffen', u'nomin', u'rise', u'star', u'award']
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[u'bunburi', u'consid', u'super', u'campus']
[u'burnett', u'budget', u'includ', u'averag', u'rate', u'rise']
[u'busi', u'urg', u'workplac', u'safeti']
[u'loddon', u'malle', u'autism', u'servic']
[u'cane', u'farmer', u'deal', u'contract']
[u'bomb', u'rip', u'baghdad', u'market']
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[u'seek', u'better', u'communic', u'farmer']
[u'chang', u'afoot', u'thunderbolt', u'countri', u'fair']
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[u'council', u'auction', u'land', u'hous']
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[u'feder', u'govt', u'help', u'austop', u'worker']
[u'fingleton', u'hold', u'talk']
[u'fish', u'famili', u'treat', u'like', u'outcast']
[u'william', u'sparkl', u'lion', u'post', u'record']
[u'forster', u'review', u'hear', u'toowoomba', u'health', u'woe']
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[u'franc', u'build', u'nuclear', u'fusion', u'reactor']
[u'free', u'hepat', u'vaccin', u'indigen', u'kid']
[u'fuel', u'seller', u'say', u'price', u'fluctuat', u'normal']
[u'gallop', u'stand', u'justic', u'head', u'manag']
[u'gallop', u'cost', u'campaign', u'fight', u'chang']
[u'glenormiston', u'colleg', u'seek', u'cours']
[u'gloucest', u'coal', u'control', u'stratford']
[u'gold', u'coast', u'futur', u'excit', u'bailey']
[u'good', u'rain', u'eas', u'water', u'ban']
[u'govern', u'refus', u'guarante', u'long', u'term', u'care']
[u'govern', u'timid', u'china', u'opposit']
[u'govt', u'accus', u'sneaki', u'darwin', u'detent']
[u'govt', u'boost', u'reserv']
[u'govt', u'review', u'plantat', u'tax']
[u'govt', u'fund', u'palm', u'communiti']
[u'govt', u'pipelin', u'rout']
[u'govt', u'vow', u'implement', u'chang']
[u'grape', u'glut', u'matter', u'time', u'grower']
[u'grizzli', u'bear', u'kill', u'coupl', u'alaska']
[u'group', u'applaud', u'rise', u'women', u'polit']
[u'group', u'develop', u'eurobodalla', u'protect', u'plan']
[u'hagan', u'sympathi', u'sack', u'slater']
[u'halliburton', u'accus', u'contract', u'abus', u'iraq']
[u'harbour', u'bridg', u'fight', u'poverti']
[u'hatcheri', u'use', u'track', u'salmon']
[u'health', u'servic', u'anaesthetist']
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[u'high', u'price', u'hit', u'share']
[u'home', u'sale', u'slow', u'despit', u'jump']
[u'horsham', u'expect', u'dementia', u'bed']
[u'hospit', u'report', u'highlight', u'need', u'improv']
[]
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[u'hubbl', u'spi', u'comet', u'belch', u'dust']
[u'humpback', u'whale', u'free', u'cray', u'line']
[u'humpback', u'whale', u'trap', u'cray', u'line']
[u'hunter', u'union', u'rep', u'meet', u'shake']
[u'call', u'balanc', u'miner']
[u'collaps', u'blame', u'indonesian', u'mine', u'expans']
[u'dont', u'intimid', u'umpir', u'say', u'hewitt']
[u'immigr', u'say', u'solon', u'travel']
[u'indigen', u'tourism', u'guid', u'kimberley']
[u'insur', u'payout', u'continu', u'worri', u'council']
[u'iraqi', u'kill', u'bomb', u'attack']
[u'consid', u'asia', u'pacif', u'tournament']
[u'japanes', u'charg', u'attempt', u'smuggl']
[u'judg', u'increas', u'sentenc', u'jail', u'offend']
[u'kangaroo', u'sydney', u'draft', u'plan']
[u'korp', u'lover', u'desper', u'man', u'love', u'protect']
[u'lassa', u'fever', u'vaccin', u'show', u'promis']
[u'latham', u'comment', u'sadden', u'labor']
[u'latham', u'lash', u'beazley', u'book']
[u'latham', u'lash', u'beazley', u'labor', u'premier']
[u'launceston', u'urg', u'evandal', u'retail', u'plan']
[u'liber', u'leadership', u'choic', u'obvious', u'abbott', u'say']
[u'lover', u'sell', u'intim', u'picasso', u'work']
[u'accus', u'syring', u'hold']
[u'jail', u'friend', u'die', u'crash']
[u'jail', u'campaign', u'terror', u'famili']
[u'suffer', u'sever', u'burn', u'roadsid', u'burn']
[u'gold', u'maleni', u'supermarket', u'site']
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[u'maroon', u'deni', u'hand', u'ref', u'sack']
[u'mason', u'sign', u'bulldog', u'deal']
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[u'mcginti', u'hint', u'review', u'crown', u'prosecut']
[u'meet', u'focus', u'road', u'resurfac', u'issu']
[u'michelin', u'admit', u'grand', u'prix', u'miscalcul']
[u'minyip', u'age', u'care', u'oper']
[u'mitsubishi', u'ceas', u'buy', u'woodchip']
[u'moroney', u'deni', u'polic', u'crisi']
[u'call', u'salin', u'appoint']
[u'nambucca', u'council', u'seek', u'bigger', u'slice']
[u'nasa', u'fall', u'short', u'safeti', u'issu']
[u'nation', u'ralli', u'support', u'ethanol', u'industri']
[u'nauru', u'defend', u'whale', u'vote']
[u'room', u'error', u'lethal', u'warn', u'resurg', u'lion']
[u'north', u'coast', u'road', u'nrma', u'spotlight']
[u'pair', u'kill', u'plane', u'crash']
[u'nurs', u'fear', u'repris', u'report', u'problem']
[u'ogilivi', u'share', u'honour', u'qualifi']
[u'opposit', u'fail', u'chang', u'budget']
[u'owen', u'hous', u'hunt', u'intensifi', u'chelsea', u'specul']
[u'oxiana', u'seek', u'golden', u'grove', u'worker']
[u'pakistan', u'court', u'order', u'rearrest', u'gang', u'rape', u'accus']
[u'park', u'group', u'indigen', u'tourism', u'mentor']
[u'parmalat', u'execut', u'sentenc', u'jail']
[u'patel', u'give', u'free', u'rein', u'whistleblow', u'tell', u'inquiri']
[u'patient', u'benefit', u'patel', u'film', u'opposit']
[u'rise', u'hing', u'reform', u'health', u'profession', u'tell']
[u'pedestrian', u'kill', u'polic', u'accid']
[u'pharmacist', u'weigh', u'methadon', u'compens', u'deal']
[u'pilbara', u'picket', u'return', u'work']
[u'polic', u'suspect', u'man', u'death', u'link', u'school', u'break']
[u'port', u'lincoln', u'blood', u'donor', u'turn', u'away']
[u'primari', u'school', u'neglect', u'confer', u'tell']
[u'psychiatrist', u'criticis', u'cruis']
[u'puerta', u'lead', u'argentina', u'davi', u'challeng', u'cana']
[u'establish', u'foreign', u'doctor', u'support', u'group']
[u'racv', u'back', u'call', u'faster', u'calder', u'duplic']
[u'rain', u'prove', u'farmer']
[u'region', u'bail', u'law', u'review']
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[u'retir', u'repriev', u'collina']
[u'rise', u'fuel', u'price', u'link', u'higher', u'freight', u'rat']
[u'robert', u'complet', u'record', u'aussi', u'tour', u'line']
[u'row', u'club', u'wont', u'chang', u'regatta', u'date']
[u'rural', u'doctor', u'chase', u'feder', u'fund', u'save', u'birth']
[u'russian', u'domin', u'wimbledon', u'quarter', u'final']
[u'saddam', u'inspir', u'updat', u'classic', u'opera']
[u'safeti', u'survey', u'roebourn', u'shire']
[u'sandon', u'meet', u'tip', u'includ', u'park', u'request']
[u'senat', u'region', u'partnership', u'inquiri', u'head']
[u'simpkin', u'origin']
[u'kill', u'latest', u'attack', u'southern', u'thailand']
[u'small', u'busi', u'press', u'drought', u'help']
[u'snowi', u'allianc', u'reject', u'sydney', u'water', u'plan']
[u'solon', u'sign', u'thumb']
[u'south', u'coast', u'river', u'rehabilit', u'agenda']
[u'southern', u'includ', u'tourism', u'land', u'bank']
[u'south', u'west', u'grazier', u'report', u'desert', u'snow']
[u'springbok', u'recal', u'pretorius', u'wallabi', u'clash']
[u'stanhop', u'blame', u'feder', u'counterpart', u'delay']
[u'stress', u'alcan', u'worker', u'turn']
[u'studi', u'link', u'driver', u'safeti', u'vehicl', u'size']
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[u'charg', u'airport', u'secur', u'incid']
[u'consid', u'hick', u'citizenship', u'lawyer']
[u'union', u'rais', u'concern', u'abalon', u'ship', u'accid']
[u'union', u'warn', u'sack', u'public', u'sector', u'trim']
[u'unit', u'shortcom', u'expos', u'lill']
[u'unit', u'ronaldo', u'deni', u'rape', u'claim']
[u'probe', u'claim', u'soldier', u'burn', u'milit', u'bodi']
[u'readi', u'biggest', u'storm']
[u'vail', u'deni', u'split', u'joyc']
[u'premier', u'deni', u'race', u'alleg']
[u'wagga', u'hospit', u'report', u'near', u'complet']
[u'wall', u'street', u'stock', u'headway']
[u'warrior', u'build', u'lead', u'bushrang']
[u'warrior', u'build', u'lead', u'martyn', u'earli']
[u'welfar', u'advoc', u'question', u'safe']
[u'west', u'go', u'steal', u'duck']
[u'wilma', u'inspir', u'bravado', u'fear', u'florida', u'key']
[u'windi', u'face', u'tough', u'summer']
[u'wine', u'lover', u'leav', u'smile', u'vintner', u'struggl']
[u'win', u'record', u'stop', u'socceroo', u'slide']
[u'wooli', u'decis', u'prompt', u'disband', u'accc']
[u'deal', u'danger', u'geneva', u'talk', u'fail']
[u'yeppoon', u'fin', u'child', u'porn', u'pic']
[u'abramovich', u'reveal', u'grandios', u'year', u'plan']
[u'accc', u'ask', u'probe', u'abort', u'counsellor']
[u'actor', u'sue', u'neighbour', u'produc']
[u'adelaid', u'owner', u'donat', u'land', u'protect', u'bandicoot']
[u'adelaid', u'symphoni', u'orchestra', u'hop', u'strike', u'chord']
[u'agricultur', u'catchment', u'council', u'earn', u'ministeri']
[u'airport', u'arrest', u'rais', u'secur', u'concern']
[u'ancient', u'greek', u'onlin']
[u'armi', u'investig', u'rape', u'claim']
[u'take', u'dive']
[u'august', u'sale', u'jump', u'percent']
[u'aussi', u'line', u'ireland', u'clash']
[u'aust', u'help', u'stem', u'mcdonald', u'declin']
[u'australia', u'ban', u'canadian', u'bird']
[u'australian', u'broadband', u'subscript', u'jump']
[u'australia', u'prepar', u'case', u'disast']
[u'barthez', u'inspir', u'marseill', u'uefa', u'steaua', u'rout']
[u'beatti', u'outlin', u'health', u'reform', u'fund']
[u'beazley', u'will', u'reconsid', u'republ', u'stanc']
[u'beck', u'pop', u'british', u'kid']
[u'berri', u'threat', u'hoax']
[u'pump', u'brazil', u'oper']
[u'blood', u'test', u'detect', u'rare', u'cancer']
[u'bolivian', u'get', u'life', u'term', u'cocain', u'bust']
[u'bougainvill', u'elect', u'ahead', u'despit']
[u'bourdai', u'streak', u'indi', u'qualifi']
[u'bourdai', u'tear', u'indi', u'qualifi']
[u'brack', u'roll', u'school', u'broadband', u'initi']
[u'british', u'profil', u'help', u'search', u'miss']
[u'crash', u'anniversari', u'highway', u'fund', u'push']
[u'bush', u'abba', u'meet', u'white', u'hous']
[u'bushland', u'search', u'continu', u'flee', u'teen']
[u'bushrang', u'warrior']
[u'bush', u'renew', u'palestinian', u'state']
[u'busi', u'usual', u'ford', u'australia']
[u'anti', u'terror', u'chang', u'reveal']
[u'camera', u'snapshot', u'reef', u'water', u'qualiti']
[u'campervan', u'buff', u'keen', u'head', u'break', u'hill']
[u'canada', u'play', u'bird', u'scare']
[u'canberra', u'warship', u'stop', u'geraldton']
[u'confirm', u'call', u'olymp', u'bronz']
[u'centrelink', u'upset', u'stop', u'work']
[u'chemic', u'transport', u'worri', u'temora', u'shire']
[u'chines', u'book', u'quick', u'getaway', u'space']
[u'ciss', u'caution', u'assault', u'teenag']
[u'civic', u'busi', u'suffer', u'citi', u'park', u'shortag']
[u'civil', u'libertarian', u'urg', u'rethink', u'industri']
[u'claim', u'global', u'warm', u'ignor', u'approv']
[u'communiti', u'concern', u'ferri', u'gold']
[u'compani', u'profit', u'inflat', u'fear', u'wall', u'street']
[u'blame', u'port', u'delay', u'stay']
[u'concert', u'rais', u'money', u'bush', u'music', u'student']
[u'council', u'back', u'imag', u'recommend']
[u'council', u'fear', u'rail', u'station', u'public', u'liabil', u'risk']
[u'councillor', u'outlin', u'currumbin', u'retain', u'wall', u'cost']
[u'councillor', u'seek', u'chang', u'hand', u'hold', u'hose', u'hour']
[u'council', u'support', u'local', u'govt', u'financ', u'probe']
[u'council', u'thank', u'beatti', u'dolphin', u'feed']
[u'council', u'save', u'park', u'water']
[u'credit', u'cultur', u'rampant']
[u'cudicini', u'extend', u'chelsea', u'contract']
[u'custom', u'charg', u'weapon', u'seizur']
[u'dead', u'highway', u'claim', u'life']
[u'dead', u'get', u'park', u'ticket']
[u'death', u'sentenc', u'uphold', u'aust', u'singapor']
[u'denmark', u'queen', u'welcom', u'devil', u'gift']
[u'develop', u'rule', u'chang', u'lord', u'howe']
[u'doctor', u'contradict', u'lee', u'evid', u'falconio']
[u'doctor', u'say', u'lee', u'deni', u'head']
[u'doctor', u'seek', u'licenc', u'issu', u'abort', u'pill']
[u'doctor', u'group', u'see', u'fund', u'vital', u'health']
[u'dodgi', u'tradesmen', u'approach', u'hail', u'victim']
[u'economist', u'say', u'beatti', u'health', u'reform', u'moral']
[u'educ', u'dept', u'rule', u'intellig', u'design']
[u'member', u'draw', u'bird', u'plan']
[u'evid', u'syrian', u'involv', u'hariri', u'death']
[u'expert', u'reveal', u'link', u'anim', u'abus']
[u'farmer', u'angri', u'milk', u'price']
[u'firm', u'talk', u'major', u'project', u'status', u'plan']
[u'flee', u'teen', u'rescu', u'bushland']
[u'forc', u'timber', u'redund', u'unlik']
[u'forest', u'group', u'promis', u'action', u'fake', u'jarrah']
[u'gallop', u'urg', u'lift', u'alinta', u'veil', u'secreci']
[u'genet', u'mutat', u'dead', u'children', u'court']
[u'georg', u'town', u'back', u'waterfront', u'plan']
[u'geraldton', u'breakwat', u'finish']
[u'gillard', u'call', u'medicar', u'number', u'midwiv']
[u'girl', u'brave', u'effort', u'earn', u'award']
[u'gold', u'coast', u'probe', u'hear', u'campaign', u'evid']
[u'gold', u'medal', u'brand', u'scheme', u'help', u'struggl', u'dairi']
[u'googl', u'report', u'seven', u'fold', u'profit', u'surg']
[u'govt', u'accus', u'shut', u'parliament']
[u'govt', u'exploit', u'tunnel', u'loophol', u'lawyer', u'say']
[u'govt', u'cost', u'plus']
[u'govt', u'retali', u'leak', u'stanhop']
[u'govt', u'seed', u'fund', u'drug', u'program', u'truss']
[u'govt', u'stand', u'firm', u'tunnel', u'contract']
[u'govt', u'consid', u'propos', u'altern', u'dump', u'site']
[u'govt', u'urg', u'rethink', u'welfar', u'chang']
[u'govt', u'weigh', u'live', u'bird', u'import']
[u'grain', u'grower', u'count', u'cost', u'frost', u'damag']
[u'grandmoth', u'call', u'standardis', u'carer', u'payment']
[u'greek', u'bird', u'test', u'negat']
[u'greenland', u'icecap', u'thicken', u'despit', u'warm']
[u'grower', u'bulldoz', u'valencia', u'tree']
[u'gulf', u'murder', u'trial', u'near']
[u'hail', u'storm', u'spar', u'coalfield']
[u'hariri', u'probe', u'put', u'syria', u'collis', u'cours']
[u'hayden', u'intent', u'regain', u'spot']
[u'hope', u'trucki', u'memori', u'spark', u'highway', u'upgrad']
[u'hunter', u'valley', u'consid', u'way', u'bali']
[u'hurrican', u'wilma', u'lash', u'mexico']
[u'import', u'bird', u'test', u'posit', u'bird', u'antibodi']
[u'indigen', u'group', u'tender', u'wast', u'manag']
[u'indigen', u'group', u'vote', u'site', u'wast', u'dump']
[u'indonesian', u'fishermen', u'australian', u'mainland']
[u'challeng', u'lose', u'technic', u'roxon', u'say']
[u'jackson', u'call', u'juri', u'duti']
[u'jockey', u'posit', u'continu', u'leagu']
[u'judg', u'attack', u'resourc', u'justic']
[u'judg', u'criticis', u'lenienc', u'show', u'drink']
[u'kangaroo', u'hang', u'auckland']
[u'kangaroo', u'loss', u'good', u'leagu', u'say', u'bennett']
[u'kangaroo', u'option', u'attack', u'bennett']
[u'kiama', u'unlik', u'gaol']
[u'kimberley', u'minist', u'inspect', u'worst', u'school']
[u'lack', u'resourc', u'blame', u'court', u'delay']
[u'lawyer', u'saddam', u'trial', u'kidnap', u'baghdad']
[u'lawyer', u'saddam', u'trial', u'shoot', u'dead']
[u'lead', u'sick', u'children']
[u'lee', u'bind', u'tight', u'wit', u'say']
[u'littl', u'fish', u'make', u'splash', u'nomin', u'pool']
[u'littl', u'pebbl', u'charg', u'abus']
[u'local', u'aborigin', u'submit', u'nativ', u'titl', u'evid']
[u'local', u'busi', u'export', u'award']
[u'local', u'recognis', u'brave', u'effort']
[u'avoid', u'jail', u'term', u'shoot', u'neighbour']
[u'guilti', u'best', u'friend', u'manslaught']
[u'marshal', u'second', u'fastest', u'indi', u'practic']
[u'martin', u'urg', u'brake', u'anti', u'terror']
[u'mayor', u'korea', u'highlight', u'healthi', u'citi', u'scheme']
[u'mayor', u'ponder', u'water', u'park', u'challeng']
[u'meat', u'industri', u'reject', u'water']
[u'meat', u'processor', u'plan', u'abattoir']
[u'meatwork', u'look', u'american', u'worker']
[u'melbourn', u'frontlin', u'bird', u'battl']
[u'melbourn', u'hang']
[u'suit', u'take', u'slay', u'saddam', u'trial', u'lawyer']
[u'minist', u'defend', u'indigen', u'literaci', u'program']
[u'declar', u'share', u'appropri']
[u'move', u'afoot', u'protect', u'lighthous', u'platform']
[u'hurt', u'school', u'crash']
[u'muswellbrook', u'bypass', u'prefer', u'rout', u'announc']
[u'nation', u'target', u'syria', u'hariri', u'death', u'link']
[u'archbishop', u'expedit', u'abus', u'compo', u'claim']
[u'harri', u'potter', u'film', u'scari']
[u'announc', u'bowen', u'basin']
[u'charg', u'beslan', u'heavi', u'weapon']
[u'formal', u'decis', u'expo', u'futur']
[u'north', u'west', u'tourism', u'look', u'boost']
[u'jail', u'horrifi', u'murder']
[u'paralysi', u'pair', u'deni', u'damag']
[u'ogilvi', u'shoot', u'pace', u'orlando']
[u'opposit', u'want', u'veget', u'concern', u'deal']
[u'orthodontist', u'attempt', u'sydney', u'hobart', u'record']
[u'pakistan', u'quak', u'toll', u'doubl']
[u'paper', u'reveal', u'govt', u'bind', u'tunnel', u'traffic']
[u'parliament', u'slash', u'timefram', u'sue', u'doctor']
[u'pilbara', u'iron', u'demand', u'expect', u'remain']
[u'open', u'debat', u'nanni', u'rebat']
[u'seek', u'shoot', u'kill', u'agreement', u'state']
[u'polic', u'hunt', u'miss']
[u'polic', u'investig', u'attempt', u'schoolgirl', u'abduct']
[u'polic', u'probe', u'caus', u'dead', u'unit', u'blaze']
[u'polic', u'probe', u'claim', u'tortur', u'poker']
[u'polic', u'probe', u'mildura']
[u'polic', u'seek', u'help', u'solv', u'decad', u'death']
[u'pont', u'disappoint', u'fletcher', u'attack']
[u'possibl', u'tornado', u'cut', u'swath', u'curung']
[u'qanta', u'accus', u'outsourc', u'plan']
[u'qanta', u'chief', u'deni', u'restructur', u'cover']
[u'qanta', u'offshor', u'plan', u'anger', u'union', u'opposit']
[u'region', u'area', u'target', u'credit', u'card', u'scam']
[u'region', u'develop', u'minist', u'converg', u'coff']
[u'region', u'join', u'forc', u'remot', u'mine', u'network']
[u'retail', u'group', u'want', u'trade', u'hour', u'decis']
[u'retir', u'villag', u'resid', u'health', u'servic']
[u'issu', u'burn', u'warn']
[u'rider', u'reliv', u'light', u'hors', u'journey']
[u'ronaldo', u'readi', u'face', u'tottenham']
[u'rural', u'skill', u'train', u'hear', u'come', u'newcastl']
[u'add', u'opposit', u'wast', u'dump', u'plan']
[u'attorney', u'general', u'investig', u'anti']
[u'busi', u'confid', u'drop']
[u'scheme', u'help', u'lower', u'sexual', u'transmit', u'diseas']
[u'search', u'call', u'miss', u'torr', u'strait']
[u'search', u'miss', u'torr', u'strait', u'continu']
[u'shire', u'delay', u'beach', u'review']
[u'shoot', u'kill', u'provis', u'polic', u'chief']
[u'smyth', u'stand', u'firm', u'face', u'instabl', u'claim']
[u'solar', u'energi', u'power', u'armi', u'train', u'base']
[u'staff', u'order', u'kyrgyz', u'prison', u'kill']
[u'strong', u'earthquak', u'kill', u'turkey']
[u'studi', u'highlight', u'coast', u'strong', u'econom', u'growth']
[u'support', u'superpit', u'child', u'care', u'plan']
[u'survey', u'support', u'freeway', u'extens']
[u'sydney', u'knight', u'victori']
[u'sydney']
[u'sydney', u'water', u'attempt', u'hose', u'pipe', u'outrag']
[u'syria', u'involv', u'hariri', u'death', u'say']
[u'thai', u'beat', u'bird', u'outbreak', u'asia']
[u'illeg', u'fish', u'boat', u'spot', u'day']
[u'threat', u'halt', u'berri', u'product']
[u'put', u'ganguli']
[]
[u'tourist', u'reflect', u'nation', u'park', u'rescu']
[u'ultralight', u'crash', u'scene', u'investig']
[u'hariri', u'report', u'bias', u'syria']
[u'tempo', u'australian', u'aim', u'intern']
[u'uranium', u'miner', u'optimist', u'project']
[u'damag', u'control', u'taliban', u'bodi', u'burn']
[u'jitter']
[u'student', u'face', u'write', u'exam']
[u'vet', u'bird', u'import']
[u'victorian', u'opposit', u'attack', u'land', u'chang']
[u'victoria', u'urg', u'boost', u'anim', u'cruelti', u'law']
[u'wallabi', u'announc', u'disciplin', u'crackdown']
[u'water', u'suppli', u'see', u'vital', u'growth']
[u'week', u'rais', u'south', u'east', u'poverti', u'awar']
[u'wilma', u'head']
[u'wind', u'farm', u'give', u'environment', u'green', u'light']
[u'wine', u'expert', u'put', u'posit', u'spin', u'grape', u'glut']
[u'wool', u'industri', u'mull', u'reloc', u'yennora', u'sell']
[u'woosnam', u'readi', u'wnbl', u'comeback']
[u'xcellent', u'doubt', u'plate']
[u'young', u'pup', u'savag', u'ireland']
[u'croc', u'pull', u'river']
[u'obscen']
[u'grandstand', u'speak', u'greg', u'murphi']
[u'grandstand', u'speak', u'freedman']
[u'grandstand', u'speak', u'ricki', u'pont', u'jimmi']
[u'wont', u'miss', u'terror', u'law', u'draft', u'howard']
[u'extend', u'benefit', u'coupl']
[u'afghanistan', u'karzai', u'condemn', u'taliban', u'bodi', u'burn']
[u'anti', u'terror', u'law', u'open', u'abus', u'brown']
[u'anti', u'terror', u'law', u'protest', u'hold']
[u'auckland', u'titl']
[u'australian', u'zealand', u'kill', u'plane', u'crash']
[u'author', u'apprehend', u'illeg', u'fish', u'boat']
[u'babi', u'injur', u'accid']
[u'banner', u'herald', u'union', u'campaign', u'workplac']
[u'beatti', u'steal', u'tree', u'landhold', u'joyc']
[u'bird', u'patient', u'hous', u'hangar']
[u'boomer', u'power']
[u'botox', u'benefit', u'scrutini', u'cereb', u'palsi']
[u'brazil', u'find', u'foot', u'mouth', u'case']
[u'britain', u'arrest', u'intern', u'terror']
[u'bull', u'hang', u'victori', u'tiger']
[u'bush', u'alli', u'front', u'court', u'conspiraci', u'charg']
[u'caterpillar', u'move', u'lower']
[u'cdma', u'talk', u'worri', u'telstra', u'repres']
[u'chicken', u'farm', u'step', u'bird', u'defenc']
[u'connect', u'bite', u'bullet', u'xcellent']
[u'council', u'tell', u'construct', u'law']
[u'council', u'urg', u'fluorid', u'vote']
[u'democrat', u'want', u'intellig', u'design', u'lesson']
[u'diva', u'confirm', u'legendari', u'status']
[u'doubt', u'hang', u'diva']
[u'drink', u'driver', u'time', u'legal', u'limit']
[u'egyptian', u'mummi', u'arriv', u'exhibit']
[u'faction', u'crippl', u'labor', u'faulkner']
[u'faction', u'caus', u'labor', u'faulkner']
[u'farmer', u'welcom', u'continu', u'rain']
[u'faulkner', u'attack', u'labor', u'parti']
[u'damag', u'retir', u'villag']
[u'fisheri', u'defend', u'shark', u'catch', u'limit']
[u'flame', u'strong', u'capit']
[u'arrest', u'bomb', u'make', u'materi']
[u'injur', u'arm', u'robberi']
[u'student', u'hospit', u'crash']
[u'gallop', u'stand', u'school', u'seat', u'belt', u'polici']
[u'giant', u'corps', u'flower', u'rare', u'bloom']
[u'googl', u'chang', u'set', u'stock', u'sail']
[u'govt', u'urg', u'hous', u'avail']
[u'govt', u'urg', u'boost', u'foster', u'carer', u'recruit']
[u'gronholm', u'hit', u'troubl']
[u'gympi', u'miss', u'chanc', u'host', u'gold', u'pan', u'comp']
[u'hariri', u'report', u'put', u'syria', u'pressur']
[u'hariri', u'hail', u'report']
[u'hewitt', u'clinch', u'master', u'berth']
[u'hurrican', u'wilma', u'lash', u'mexico']
[u'hurrican', u'wilma', u'weaken']
[u'impuls', u'cheer', u'peopl', u'cost']
[u'indigen', u'control', u'good', u'cape', u'environ']
[u'indonesia', u'rap', u'australia', u'illeg', u'fish']
[u'injuri', u'excus', u'say', u'ferguson']
[u'injuri', u'threaten', u'joey', u'nation', u'campaign']
[u'inquiri', u'prompt', u'monitor', u'hous', u'tender']
[u'iraqi', u'rule', u'move', u'saddam', u'trial']
[u'macgil']
[u'jazz', u'great', u'shirley', u'horn', u'die']
[u'philippin', u'threat']
[u'jone', u'line', u'britain']
[u'king', u'squeez', u'home', u'hawk']
[u'kyli', u'deni', u'seek', u'altern', u'cancer', u'treatment']
[u'male', u'model', u'featur', u'champ']
[u'male', u'model', u'featur', u'tenni', u'championship']
[u'kill', u'light', u'plane', u'crash']
[u'releas', u'charg', u'abduct', u'attempt']
[u'mayor', u'repeat', u'singl', u'transport', u'author']
[u'melandri', u'shade', u'rossi', u'record']
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[u'polic', u'fear', u'miss', u'mackay']
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[u'adelaid', u'street', u'liken', u'baghdad']
[u'amnesti', u'condemn', u'refuge', u'chang']
[u'archbishop', u'urg', u'peac', u'easter']
[u'asylum', u'chang', u'lack', u'moral', u'courag']
[u'australia', u'play', u'cricket', u'waugh']
[u'banana', u'bowler', u'hat', u'mark', u'beckett', u'birthday']
[u'bayley', u'mear', u'fall', u'flat', u'world', u'champ']
[u'bean', u'fart', u'link', u'factual', u'realiti']
[u'blue', u'forc', u'winless', u'auckland']
[u'bomb', u'kill', u'policemen', u'afghanistan']
[u'bomb', u'kill', u'sunni', u'mosqu']
[]
[u'british', u'soldier', u'jail', u'refus', u'iraq']
[u'british', u'troop', u'hurt', u'afghan', u'suicid', u'blast']
[u'brochur', u'rais', u'question', u'school', u'promot']
[u'bronco', u'prove', u'good', u'rooster']
[u'brumbi', u'waratah', u'add', u'spice', u'super']
[u'camper', u'warn', u'crocodil', u'risk']
[u'chelsea', u'look', u'titl', u'boost', u'drop', u'battl']
[u'china', u'tighten', u'media', u'regul']
[u'christian', u'australian', u'attend', u'good', u'friday', u'servic']
[u'class', u'action', u'file', u'septemb', u'dust']
[u'closer']
[u'closer']
[u'closer']
[u'coupl', u'charg', u'sextuplet', u'hoax']
[u'dali', u'river', u'continu', u'rise']
[u'develop', u'process', u'target']
[u'docker', u'squad', u'strengthen', u'port', u'clash']
[u'donat', u'roll', u'hospit', u'good', u'friday', u'appeal']
[u'dozen', u'protest', u'remain', u'king', u'domain', u'camp']
[u'easter', u'celebr', u'begin', u'rome']
[u'easter', u'epic', u'draw', u'ancient', u'music']
[u'employ', u'ask', u'honour', u'penalti', u'rat']
[u'danger', u'season', u'end']
[u'dead', u'hurt', u'kashmir', u'attack']
[u'franc', u'deni', u'bomb', u'chadian', u'rebel']
[u'franc', u'deni', u'bomb', u'rebel', u'chad']
[u'general', u'rumsfeld', u'resign']
[u'globe', u'trekker', u'deport', u'russia']
[u'govt', u'accus', u'profit', u'flood', u'loan']
[u'gulf', u'flood', u'hinder', u'fli', u'doctor']
[u'harvey', u'suffer', u'injuri', u'blow']
[u'imag', u'worri', u'immigr', u'dept', u'staff']
[u'indigen', u'protest', u'threaten', u'jogger']
[u'injur', u'owen', u'vow', u'return', u'season']
[u'iran', u'brush', u'nuclear', u'deadlin']
[u'iran', u'dismiss', u'nuclear', u'deadlin']
[u'iraqi', u'politician', u'edg', u'agreement']
[u'halt', u'qanta', u'cut']
[u'japan', u'court', u'reject', u'withdraw', u'iraq', u'troop']
[u'jone', u'eye', u'test', u'comeback', u'england']
[u'chang', u'boost', u'live', u'organ', u'donat']
[u'leader', u'reflect', u'confront', u'easter', u'messag']
[u'libya', u'remain', u'terror', u'list']
[u'fall', u'bridg', u'fear']
[u'mear', u'claim', u'time', u'trial', u'silver', u'world', u'titl']
[u'mourinho', u'plan', u'tripl', u'transfer', u'swoop']
[u'moussaoui', u'ask', u'juror', u'jail', u'term']
[u'moussaoui', u'regret', u'septemb']
[u'allay', u'doctor', u'deport', u'fear']
[u'nation', u'road', u'toll', u'reach']
[u'nativ', u'titl', u'rule', u'pleas', u'darwin', u'mayor']
[u'nepales', u'king', u'call', u'general', u'elect']
[u'nepales', u'polic', u'clash', u'protestor']
[u'boat', u'peopl', u'polici', u'immor', u'church']
[u'zealand', u'australia', u'junior', u'world']
[u'colombia', u'mudslid']
[u'fish', u'stock', u'drastic', u'reduc', u'report']
[u'blame', u'petrol', u'price', u'hike', u'costello']
[u'opposit', u'seek', u'releas', u'cabinet', u'report']
[u'panic', u'passeng', u'jump', u'bridg']
[u'patrick', u'accept', u'toll', u'takeov']
[u'patrick', u'accept', u'toll', u'takeov']
[u'polic', u'investig', u'medina', u'man', u'death']
[u'pollock', u'feel', u'bless', u'play', u'test']
[u'pope', u'begin', u'easter', u'celebr']
[u'pope', u'urg', u'worshipp', u'humil']
[u'polic', u'seek', u'indigen', u'recruit']
[u'doctor', u'jail', u'refus', u'iraq']
[u'rapist', u'free', u'finish', u'rehab']
[u'rebel', u'reach', u'chadian', u'capit']
[u'reconstruct', u'top', u'cyclon', u'relief', u'agenda']
[u'refuge', u'activist', u'converg', u'holsworthi']
[u'refuge', u'advoc', u'readi', u'protest']
[u'refuge', u'open']
[u'refuge', u'fate', u'uncertain', u'chad', u'break', u'tie']
[u'roger', u'brumbi', u'encount']
[u'scientist', u'urg', u'switch', u'thorium']
[u'search', u'continu', u'brisban', u'toddler']
[u'slow', u'start', u'yacht', u'race']
[u'soni', u'help', u'jackson', u'financ']
[u'surfer', u'blow', u'wale', u'england']
[u'sydney', u'taxi', u'driver', u'attack']
[u'taylor', u'seiz', u'lead', u'south', u'carolina']
[u'teen', u'die', u'farm', u'accid']
[u'thiev', u'steal', u'carlton', u'memorabilia']
[u'thousand', u'attend', u'funer', u'pakistani', u'bomb', u'victim']
[u'toll', u'look', u'asia', u'patrick', u'deal']
[u'toll', u'success', u'patrick', u'takeov']
[u'scientist', u'predict', u'degre', u'temperatur', u'rise']
[u'tourist', u'chair', u'claim', u'comment', u'misrepres']
[u'town', u'welcom', u'chines', u'worker']
[u'tsunami', u'survivor', u'ditch', u'agenc']
[u'ukrain', u'orang', u'revolut', u'alli', u'reunit']
[u'undersea', u'worm', u'thrive', u'heat']
[u'union', u'claim', u'great', u'victori', u'qanta']
[u'unit', u'church', u'amnesti', u'condemn', u'refuge', u'chang']
[u'bond', u'surg', u'holiday', u'trade']
[u'freez', u'member', u'fund']
[u'offic', u'offer', u'apolog', u'babylon', u'destruct']
[u'threaten', u'forc', u'iran', u'nuclear', u'plan']
[u'vickerman', u'wari', u'formid', u'brumbi']
[u'viduka', u'tell', u'boro', u'dutch']
[u'polic', u'monitor', u'chase', u'law']
[u'wildlif', u'park', u'join', u'devil', u'breed', u'program']
[u'wirrpanda', u'chalk', u'mileston', u'tiger']
[u'woman', u'charg', u'death']
[u'collaps', u'continu', u'caus', u'health', u'problem']
[u'suspect', u'taliban', u'kill', u'major', u'afghan', u'battl']
[u'fear', u'dead', u'colombian', u'flood']
[u'program', u'reflect', u'modern', u'lifestyl']
[u'aborigin', u'protest', u'spend', u'night', u'outdoor']
[u'afghan', u'district', u'governor', u'kill', u'ambush']
[u'archbishop', u'reflect', u'port', u'arthur', u'massacr']
[u'asylum', u'chang', u'deliber', u'tactic', u'lawyer']
[u'asylum', u'open']
[u'asylum', u'process', u'chang', u'terribl']
[u'attempt', u'coup', u'chad', u'halt', u'sudanes', u'refuge']
[u'author', u'muriel', u'spark', u'die', u'itali']
[u'baddeley', u'find', u'touch', u'south', u'carolina']
[u'ballot', u'check', u'dash', u'berlusconi', u'hop']
[u'barca', u'edg', u'closer', u'spanish', u'titl']
[u'bayley', u'disappoint', u'sprint', u'qualifi']
[u'beadman', u'hawk', u'derbi']
[u'berlusconi', u'appeal', u'fail']
[u'blast', u'india', u'largest', u'mosqu']
[u'british', u'scientist', u'warn', u'sever', u'global', u'warm']
[u'bush', u'defend', u'rumsfeld', u'critic']
[u'bush', u'defend', u'rumsfeld', u'handl', u'iraq']
[u'carter', u'lead', u'rout', u'cheetah']
[u'cat', u'miss', u'scarlett']
[u'chad', u'unrest', u'see', u'close', u'border']
[u'chad', u'warn', u'expel', u'refuge']
[u'chines', u'undergo', u'face', u'transplant']
[u'church', u'anticip', u'pack', u'easter', u'servic']
[u'closer', u'abcnew']
[u'closer']
[u'control', u'flood', u'eas', u'danub', u'flow']
[u'controversi', u'halt', u'aust', u'ambassador', u'appoint']
[u'david', u'croft', u'tune']
[u'dead', u'brisban', u'bird', u'clear', u'avian']
[u'deadlin', u'pass', u'remov', u'indigen', u'camp']
[u'debnam', u'signal', u'support', u'land', u'chang']
[u'debut', u'inspir', u'india', u'crush']
[u'demolit', u'crew', u'find', u'sept', u'victim', u'bone']
[u'dragon', u'thriller', u'brookval']
[u'eagl', u'power', u'away', u'tiger']
[u'easter', u'ceremoni', u'lament', u'attack', u'famili']
[u'faith', u'son', u'search', u'touch', u'karat', u'master']
[u'film', u'compani', u'consid', u'major', u'invest']
[u'wimbledon', u'champion', u'martinez', u'retir']
[u'free', u'hostag', u'describ', u'iraq', u'captiv']
[u'fresh', u'protest', u'nepal', u'despit', u'king', u'pledg']
[u'gastro', u'outbreak', u'caus', u'panic']
[u'harvey', u'gehrig', u'sidelin']
[u'hawk', u'skipper', u'richi', u'vandenberg']
[u'hawk', u'thump', u'cat', u'upset']
[u'hawk', u'thump', u'cat', u'upset']
[u'hiddink', u'sign', u'russian', u'manag']
[u'hop', u'screen', u'time', u'survey', u'shock', u'parent']
[u'immigr', u'protest', u'target', u'villawood']
[u'indonesia', u'deni', u'arm', u'smuggl']
[u'indonesian', u'train', u'crash', u'kill']
[u'injur', u'abseil', u'rescu', u'blue', u'mountain']
[u'injuri', u'fatigu', u'worri', u'australia']
[u'iran', u'label', u'israel', u'die', u'tree']
[u'kersten', u'take', u'silver', u'bordeaux']
[u'late', u'lift', u'chief', u'scrappi']
[u'lawyer', u'see', u'agenda', u'asylum', u'chang']
[u'litter', u'rubbish', u'dump', u'fin', u'boost']
[u'littl', u'hope', u'find', u'miss', u'fisherman']
[u'mallett', u'join', u'lankan']
[u'custodi', u'priest', u'assault']
[u'mark', u'gasnier', u'nathan', u'brown']
[u'merino', u'stud', u'celebr', u'centenari']
[u'milan', u'derbi', u'close', u'juve']
[u'seek', u'phone', u'tower', u'instal', u'review']
[u'molli', u'rescu', u'york']
[u'urg', u'beswick', u'flood', u'risk', u'probe']
[u'nation', u'speed', u'camera', u'standard', u'seek']
[u'york', u'race', u'save', u'trap']
[u'motorcyclist', u'death', u'lift', u'easter', u'road', u'toll']
[u'opposit', u'pledg', u'open', u'easter', u'trade']
[u'orbit', u'chines', u'space', u'capsul', u'return', u'earth']
[u'palestinian', u'overcom', u'fund', u'squeez']
[u'papuan', u'tell', u'churchgoer', u'trauma']
[u'peopl', u'flock', u'church', u'archbishop']
[u'philippin', u'leader', u'pledg', u'prison']
[u'polic', u'investig', u'teen', u'death']
[u'pope', u'deliv', u'solemn', u'good', u'friday', u'messag']
[u'pressur', u'mount', u'rumsfeld', u'resign']
[u'hospit', u'surgeri', u'record']
[u'queen', u'elizabeth', u'buckingham', u'palac']
[u'raider', u'steal', u'late', u'warrior']
[u'red', u'sneak']
[u'result', u'wont', u'happen', u'overnight', u'say', u'cooley']
[u'rooster', u'injuri', u'crisi', u'worsen']
[u'rule', u'frustrat', u'edith', u'fall', u'camper']
[u'rumsfeld', u'allow', u'guantanamo', u'abus', u'report']
[u'rumsfeld', u'exact', u'need', u'bush']
[u'russia', u'offer', u'hama']
[u'govt', u'urg', u'park', u'guarante']
[u'search', u'call', u'miss', u'fisherman']
[u'sever', u'storm', u'warn', u'issu', u'darwin']
[u'lanka', u'blast', u'kill', u'soldier']
[u'lankan', u'rebel', u'pull', u'peac', u'talk']
[u'storm', u'record', u'panther']
[u'surf', u'lifesav', u'urg', u'complac']
[u'swan', u'scrape', u'blue']
[u'sydney', u'tap', u'deep', u'water', u'reserv']
[u'sydney', u'water', u'perform', u'warrant', u'reform']
[u'takeov', u'solv', u'pacif', u'nation', u'woe']
[u'talbot', u'shoot', u'investig']
[u'tasmanian', u'sell', u'vodka', u'russia']
[u'ten', u'thousand', u'head', u'nation', u'folk', u'festiv']
[u'territori', u'iron', u'meet', u'fund', u'goal']
[u'thousand', u'commemor', u'good', u'friday', u'jerusalem']
[u'tipoki', u'cop', u'massiv']
[u'toll', u'deni', u'takeov', u'stifl', u'competit']
[u'toll', u'say', u'patrick', u'takeov', u'stifl']
[u'trucki', u'protest', u'toohey', u'chang']
[u'children', u'drown', u'easter', u'gather']
[u'children', u'drown', u'famili', u'easter', u'out']
[u'holsworthi', u'detaine', u'take', u'hospit']
[u'children', u'drown', u'famili', u'gather']
[u'ukrain', u'coalit', u'agreement', u'falter']
[u'unit', u'hold', u'goalless', u'releg', u'sunderland']
[u'ambassador', u'appoint', u'hold']
[u'ambassador', u'appoint', u'hold']
[u'death', u'lift', u'easter', u'road', u'toll']
[u'weekend', u'protest', u'continu', u'villawood']
[u'wilkinson', u'line', u'fresh', u'comeback']
[u'quiet', u'role', u'afghan', u'battl']
[u'alcohol', u'relat', u'case', u'swamp', u'hospit']
[u'push', u'reform', u'alcohol', u'tax']
[u'say', u'payment', u'disclosur', u'vital']
[u'arab', u'advis', u'hama', u'adopt', u'peac', u'initi']
[u'asylum', u'chang', u'kid', u'detain', u'labor']
[u'aust', u'help', u'curb', u'nuclear', u'prolifer']
[u'australia', u'await', u'warn', u'fit', u'check']
[u'australia', u'domin', u'chittagong']
[u'australia', u'regain', u'world', u'team', u'pursuit', u'crown']
[u'babi', u'bear', u'metro', u'ride', u'free']
[u'babi', u'giraff', u'make', u'debut']
[u'baddeley', u'furyk', u'share', u'lead', u'south', u'carolina']
[u'bangladesh']
[u'bangladesh', u'seven']
[u'bangladesh', u'struggl', u'cullen', u'debut']
[u'berlusconi', u'alli', u'find', u'elect', u'error']
[u'black', u'cap', u'rattl', u'protea']
[u'bowen', u'brillianc', u'sink', u'knight']
[u'bresciano', u'grab', u'victori', u'parma']
[u'british', u'soldier', u'kill', u'iraq']
[u'brumbi', u'need', u'match', u'waratah', u'connolli']
[u'compani', u'deni', u'plan', u'fare', u'increas']
[u'camp', u'rule', u'anger', u'indigen', u'protest']
[u'canberra', u'resid', u'urg', u'rejoin', u'church']
[u'capsiz', u'yachtsman', u'winch', u'safeti']
[u'bomb', u'kill', u'near', u'mosqu', u'baghdad']
[u'chadian', u'rebel', u'deni', u'sudan', u'link']
[u'chelsea', u'close', u'titl', u'defenc']
[u'chines', u'communist', u'parti', u'chief', u'call', u'talk']
[u'civilian', u'target', u'latest', u'iraq', u'violenc']
[u'cleric', u'urg', u'reflect', u'human', u'right']
[u'closer', u'abcnew']
[u'closer']
[u'colombian', u'expand', u'coca', u'crop']
[u'congreg', u'hear', u'messag', u'hope']
[u'craig', u'bellami', u'john', u'lang']
[u'crow', u'hold', u'spirit', u'demon']
[u'dali', u'river', u'flood', u'fear', u'reced']
[u'breach', u'aid', u'flood', u'danub', u'town']
[u'detect', u'widow', u'win', u'compo', u'battl']
[u'detent', u'centr', u'shortag', u'put', u'girl', u'risk']
[u'doctor', u'test', u'diseas', u'treatment']
[u'dog', u'bomber', u'dockland']
[u'violenc', u'displac']
[u'easter', u'parad', u'featur', u'choir', u'donkey']
[u'easter', u'prayer', u'focus', u'peac', u'justic']
[u'educ', u'dept', u'budget', u'criticis']
[u'nato', u'chief', u'join', u'rumsfeld', u'sack']
[u'yuko', u'boss', u'attack', u'prison']
[u'diseas', u'patient', u'trial', u'surgic', u'cure']
[u'fear', u'asylum', u'seeker', u'polici', u'send', u'children']
[u'fee', u'disclosur', u'disrupt', u'treatment']
[u'fight', u'continu', u'afghanistan']
[u'fisherman', u'swim', u'ashor', u'boat', u'capsiz']
[u'flash', u'flood', u'byron']
[u'folk', u'festiv', u'tip', u'attract', u'record', u'crowd']
[u'kill', u'afghan', u'battl']
[u'fremantl', u'prove', u'strong', u'port']
[u'golden', u'staph', u'strain', u'antibiot', u'resist']
[u'gonzalez', u'lift', u'sociedad', u'drop', u'zone']
[u'govt', u'deni', u'cost', u'overhaul', u'health', u'insur']
[u'govt', u'attack', u'asylum', u'seeker', u'polici']
[u'grape', u'produc', u'fear', u'alcohol', u'reform']
[u'habib', u'produc', u'tortur', u'video']
[u'habib', u'tortur', u'film', u'prison']
[u'harmison', u'doubt', u'lord', u'test']
[u'heaven', u'wait', u'beat', u'monohul', u'gladston']
[u'hiker', u'rescu', u'night', u'bush']
[u'hospit', u'park', u'put', u'nurs', u'risk', u'smyth']
[u'immigr', u'chang', u'kid', u'detain', u'labor']
[u'india', u'detain', u'mosqu', u'attack']
[u'india', u'singh', u'win', u'china', u'open']
[u'iranian', u'suicid', u'squad', u'readi', u'british']
[u'iraqi', u'leader', u'accus', u'fail', u'citizen']
[u'irish', u'parad', u'mark', u'easter', u'rise']
[u'japan', u'renew', u'whale', u'intent']
[u'japan', u'push', u'commerci', u'whale']
[u'japan', u'renew', u'whale', u'push']
[u'johnathan', u'thurston', u'matt', u'bowen', u'graham', u'murray']
[u'kahlefeldt', u'win', u'nation', u'triathlon', u'titl']
[u'labor', u'pledg', u'budget', u'transpar']
[u'labor', u'say', u'immigr', u'chang', u'kid']
[u'lout', u'ban', u'public', u'area']
[u'lyon', u'claim', u'french', u'crown']
[u'die', u'drug', u'overdos', u'brisban', u'rave']
[u'man', u'bodi', u'boat', u'collis']
[u'marin', u'safeti', u'bodi', u'back', u'drug', u'test']
[u'matthew', u'elliott', u'ivan', u'cleari']
[u'melbourn', u'parad', u'newest', u'attract']
[u'miss', u'bushwalk', u'unharm']
[u'negoti', u'continu', u'hobart', u'prison']
[u'negoti', u'call', u'risdon', u'prison', u'standoff']
[u'beat', u'brumbi', u'bruis', u'encount']
[u'ochoa', u'triumph', u'vega']
[u'opus', u'distanc', u'moham', u'cartoon']
[u'perth', u'polic', u'crack', u'drink', u'driver']
[u'pig', u'snout', u'snout', u'russian', u'game']
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[u'global', u'pulp', u'industri', u'verg', u'collaps']
[u'govt', u'criticis', u'indigen', u'health', u'spend']
[u'govt', u'deni', u'defenc', u'cost', u'cover']
[u'govt', u'give', u'weekend', u'deadlin', u'capricorn', u'hospit']
[u'govt', u'refus', u'waiv', u'lachlan', u'irrig', u'charg']
[u'govt', u'rein', u'cost']
[u'govt', u'releas', u'area', u'petroleum', u'explor']
[u'govt', u'set', u'sight', u'kyogl', u'council']
[u'gower', u'say', u'citi', u'readi', u'countri']
[u'grape', u'grower', u'mull', u'mothbal', u'vine']
[u'harvey', u'hint', u'retir']
[u'high', u'court', u'reserv', u'decis']
[u'highway', u'bypass', u'threaten', u'rare', u'underground', u'orchid']
[u'hmas', u'diamantina', u'return', u'dock']
[u'hospit', u'heritag', u'status', u'commerci', u'advantag']
[u'howard', u'decid', u'beaconsfield']
[u'hydro', u'sale', u'opposit', u'grow', u'inquiri', u'head']
[u'india', u'replic', u'form', u'say', u'chappel']
[u'indigen', u'census', u'collector', u'local', u'communiti']
[u'indonesian', u'agent', u'coerc', u'plea', u'papuan', u'girl']
[u'indon', u'govt', u'face', u'papua', u'charg']
[u'iranian', u'presid', u'play', u'suggest']
[u'israel', u'vanish', u'iranian', u'presid', u'say']
[u'jayasuriya', u'revers', u'retir', u'decis']
[u'kewel', u'seek', u'antidot', u'istanbul', u'blue']
[u'beazley', u'respond', u'budget']
[u'labor', u'ralli', u'beazley']
[u'sit', u'democrat', u'quit']
[u'council', u'wari', u'hick', u'transfer', u'deal']
[u'leap', u'croc', u'shock', u'scientist']
[u'liber', u'support', u'mountain', u'cattlemen']
[u'lion', u'dump']
[u'plant', u'leak']
[u'local', u'join', u'shark', u'futur', u'plan']
[u'local', u'telstra', u'boss', u'promis', u'better', u'mobil']
[u'london', u'bomber', u'like', u'qaeda', u'contact']
[u'lyon', u'drop', u'hurrican', u'clash']
[u'magpi', u'rest', u'buckley', u'eagl', u'clash']
[u'malle', u'eye', u'nation', u'titl']
[u'charg', u'child', u'offenc']
[u'face', u'court', u'eimeo', u'murder']
[u'marin', u'park', u'boundari', u'botch']
[u'mari', u'talk', u'stunt', u'springborg']
[u'mayor', u'confid', u'mine', u'boom', u'offset', u'baxter']
[u'mayor', u'confid', u'futur', u'despit', u'assault', u'charg']
[u'mcgauran', u'grain', u'council', u'fight', u'levi']
[u'mcgradi', u'begin', u'european', u'parliamentari', u'trip']
[u'mckenzi', u'concern', u'gasnier', u'saga']
[u'meteorit', u'impact', u'space', u'rock', u'theori']
[u'midwiferi', u'care', u'find', u'welcom']
[u'mine', u'appoint', u'bring', u'explor', u'closer']
[u'troubl', u'renew', u'pulp', u'debat']
[u'minist', u'flag', u'busi', u'access', u'smart', u'card', u'data']
[u'minist', u'take', u'swipe', u'commonwealth', u'medic']
[u'minist', u'vow', u'independ']
[u'mogadishu', u'ceas', u'collaps']
[u'molik', u'ask', u'chase', u'french', u'open', u'wildcard']
[u'case', u'worker', u'head', u'coast']
[u'charg', u'expect', u'brisban', u'bomb', u'scare']
[u'mornington', u'boss', u'quit', u'quell', u'critic']
[u'murder', u'trial', u'move', u'melbourn']
[u'music', u'industri', u'clamp', u'scalper']
[u'post', u'half', u'year', u'profit']
[u'nelson', u'deni', u'delay', u'bodi', u'repatri']
[u'news', u'corp', u'doubl', u'quarter', u'profit']
[u'korea', u'accept', u'food']
[u'norman', u'say', u'time', u'scott']
[u'norman', u'play', u'australian', u'open']
[u'club', u'salari']
[u'nullarbor', u'busi', u'welcom', u'eyr', u'highway', u'upgrad']
[u'nurs', u'warn', u'defenc', u'centr', u'sack']
[u'rail', u'line', u'miss', u'budget']
[u'giant', u'accus', u'briberi']
[u'opposit', u'promis', u'pressur', u'govt', u'road']
[u'owner', u'take', u'fight', u'pitbul', u'court']
[u'oxygen', u'tank', u'insect', u'afloat']
[u'parliament', u'consid', u'migrat']
[u'dock', u'fundrais', u'knight', u'famili']
[u'fee', u'rise', u'hit', u'club']
[u'perth', u'hospit', u'win', u'fund', u'fight']
[u'petit', u'call', u'hang', u'hart', u'work']
[u'plantat', u'reform', u'plan', u'unveil']
[u'blame', u'trial', u'delay', u'hick', u'legal', u'team']
[u'move', u'help', u'bodi', u'famili']
[u'play', u'india', u'uranium', u'sale', u'talk']
[u'polic', u'deni', u'heavi', u'handed', u'domain', u'protest']
[u'polic', u'fli', u'arrest', u'tree', u'sitter']
[u'polic', u'killer', u'wouldnt', u'chang', u'recent', u'releas']
[u'policeman', u'hurt', u'bougainvill', u'shoot']
[u'policeman', u'suspens', u'rape', u'charg', u'continu']
[u'polo', u'gain', u'rise', u'star', u'status']
[u'popul', u'boom', u'busselton', u'airport']
[u'prodi', u'communist', u'support']
[u'promis', u'shop', u'centr', u'creat', u'job']
[u'whale', u'nation', u'recruit', u'ahead', u'vote']
[u'pulp', u'propon', u'head', u'canberra']
[u'push', u'childcar', u'worker', u'skill', u'migrat']
[u'push', u'improv', u'transport', u'countri', u'victoria']
[u'govt', u'launch', u'ethanol', u'campaign']
[u'quirindi', u'resid', u'wait', u'telstra', u'phone']
[u'ramo', u'horta', u'warn', u'polit', u'parti', u'behav']
[u'ratepay', u'foot', u'water', u'infrastructur']
[u'recycl', u'plant', u'save', u'drink', u'water']
[u'report', u'link', u'liquor', u'store', u'number', u'crime', u'rate']
[u'report', u'releas', u'fatal', u'hotham', u'crash']
[u'resid', u'angri', u'caravan', u'park', u'closur']
[u'richard', u'leav', u'hospit']
[u'riot', u'squad', u'stand', u'dubbo', u'hous', u'estat']
[u'rural', u'counsel', u'fund', u'welcom']
[u'rural', u'properti', u'valu', u'tip']
[u'sack', u'worker', u'await', u'airc', u'decis']
[u'govt', u'promis', u'murray', u'water', u'purchas']
[u'saltbush', u'shrubland', u'plan', u'anger', u'grazier']
[u'share', u'inch', u'record']
[u'sonia', u'gandhi', u'win', u'elect']
[u'south', u'coast', u'forest', u'target', u'fuel', u'reduct']
[u'south', u'korea', u'shock', u'world', u'say', u'coach']
[u'studi', u'reveal', u'child', u'obes', u'epidem']
[u'take', u'tammin']
[u'talk', u'hold', u'possibl', u'player', u'strike']
[u'tangl', u'humpback', u'free', u'bunburi']
[u'tree', u'sitter', u'hail', u'hero']
[u'teacher', u'charg', u'terror', u'offenc']
[u'teacher', u'remand', u'custodi', u'bomb', u'haul']
[u'terrorist', u'main', u'focus', u'australia']
[u'terrorist', u'reli', u'cut', u'edg', u'technolog']
[u'textil', u'factori', u'clean']
[u'theophan', u'lose', u'high', u'court', u'super']
[u'thorp', u'make', u'progress', u'break', u'hand']
[u'complic', u'blast', u'factori', u'search']
[u'toll', u'achiev', u'control', u'patrick']
[u'tottenham', u'replay', u'appeal', u'turn']
[u'tree', u'protest', u'grant', u'bail']
[u'trio', u'jail', u'darwin', u'man', u'murder']
[u'trio', u'torr', u'strait', u'rescu', u'answer', u'prayer']
[u'paraguay', u'player', u'train']
[u'court', u'recommend', u'alleg', u'hacker', u'extradit']
[u'unemploy', u'rate', u'rise', u'slight']
[u'highlight', u'plight', u'sudanes', u'refuge', u'chad']
[u'stay', u'timor', u'month']
[u'investor', u'rollercoast', u'ride']
[u'reject', u'call', u'guantanamo', u'closur']
[u'reject', u'guantanamo', u'closur']
[u'budget', u'confirm', u'surplus']
[u'budget', u'tip', u'black']
[u'walcott', u'readi', u'intern', u'footbal', u'crouch']
[u'premier', u'reopen', u'trade', u'hour', u'debat']
[u'waratah', u'prim', u'perform']
[u'west', u'rescu', u'chopper', u'progress', u'report']
[]
[u'windi', u'seal', u'zimbabw', u'seri']
[u'wine', u'industri', u'seek', u'rebat']
[u'woman', u'hire', u'hear', u'drug', u'test']
[u'worker', u'dock', u'beaconsfield', u'whip', u'round']
[u'youth', u'gang', u'blame', u'rail', u'theft']
[u'servic', u'southern']
[u'servic', u'restor']
[u'remot', u'agenc', u'award', u'fund']
[u'abduct', u'suspect', u'elud', u'polic']
[u'accus', u'child', u'offend', u'releas', u'bail']
[u'alcohol', u'abus', u'crime', u'link', u'report']
[u'qaeda', u'video', u'urg', u'attack', u'cartoon']
[u'amnesti', u'head', u'win', u'peac', u'prize']
[u'anim', u'right', u'activist', u'jail', u'grave', u'rob']
[u'kill', u'ethiopian', u'blast']
[u'aussi', u'groom', u'share', u'second', u'place', u'india']
[u'aussi', u'morrison', u'down', u'iron', u'teahupoo']
[u'face', u'export', u'woe']
[u'baillieu', u'expand', u'shadow', u'cabinet']
[u'ballack', u'doubt', u'chelsea']
[u'bank', u'profit']
[u'barossa', u'resid', u'seek', u'infrastructur', u'talk']
[u'barr', u'defend', u'teacher', u'deal']
[u'beazley', u'continu', u'pitch', u'middl', u'australia']
[u'beazley', u'stand', u'budget', u'initi']
[u'biosecur', u'plan', u'protect', u'northern']
[u'blast', u'damag', u'build', u'demolish']
[u'blast', u'victim', u'famili', u'visit', u'site']
[u'bodi', u'control', u'water', u'suppli']
[u'boxer', u'delisl', u'rematch', u'wood']
[u'brazil', u'beat', u'germani', u'say', u'parreira']
[u'brisban', u'teacher', u'face', u'terror', u'charg']
[u'brisban', u'terror', u'accus', u'face', u'court']
[u'brisban', u'water', u'price', u'rise']
[u'bris', u'teacher', u'custodi', u'terror', u'charg']
[u'briton', u'floss', u'teeth', u'screwdriv', u'survey']
[u'budget', u'alloc', u'kimberley', u'health', u'upgrad']
[u'budget', u'contribut', u'fund', u'karratha', u'power']
[u'budget', u'critic', u'surpris', u'ripper']
[u'budget', u'ignor', u'north', u'coast', u'communiti', u'group']
[u'build', u'delay', u'hurt', u'iluka', u'line']
[u'bulk', u'bill', u'kid', u'record', u'high', u'abbott']
[u'bulldog', u'pass', u'membership', u'mileston']
[u'bush', u'dodg', u'domest', u'spi', u'alleg']
[u'butcher', u'hit', u'sydney', u'talk']
[u'detail', u'fish', u'licenc', u'buyout']
[u'cannabi', u'smoker', u'ban', u'drive']
[u'cape', u'call', u'cyclon', u'assist']
[u'caravan', u'park', u'resid', u'meet', u'rent', u'rise']
[u'carleton', u'life', u'celebr', u'servic']
[u'casino', u'bar', u'liquor', u'licenc', u'temporarili', u'suspend']
[u'cat', u'snap', u'lose', u'streak', u'saint']
[u'chickenpox', u'outbreak', u'queanbeyan']
[u'climat', u'chang', u'worsen', u'melioidosi', u'outbreak']
[u'closer']
[u'closer', u'abcnew']
[u'closer', u'abcnew']
[u'action', u'wont', u'impact', u'council', u'oper']
[u'coercion', u'claim', u'draw', u'respons', u'indonesian']
[u'compani', u'fin', u'water', u'pollut']
[u'council', u'consid', u'special', u'pip', u'recycl', u'water']
[u'council', u'mull', u'rate', u'rise', u'figur']
[u'council', u'seek', u'chang', u'explor', u'notif']
[u'countri', u'edg', u'citi', u'late']
[u'certain', u'starter', u'magpi']
[u'crow', u'coach', u'say', u'rare']
[u'custodi', u'condit', u'terror', u'accus', u'draconian']
[u'cyber', u'crimin', u'jail', u'term', u'light']
[u'dead', u'woman', u'parent', u'want', u'health', u'chang']
[u'dept', u'warn', u'telephon', u'scam']
[u'downer', u'prais', u'indonesia', u'anti', u'terror', u'effort']
[u'earli', u'ovarian', u'cancer', u'detect', u'trial', u'begin']
[u'charg', u'attempt', u'murder']
[u'timor', u'reject', u'need', u'peacekeep']
[u'famili', u'friend', u'farewel', u'mclennan']
[u'farmer', u'seek', u'support', u'extens']
[u'station', u'mediat', u'process']
[u'acquit', u'gang', u'fight', u'charg']
[u'foley', u'econom', u'growth', u'claim', u'wrong', u'luca']
[u'owner', u'defend', u'decis', u'sell', u'caravan']
[u'teen', u'idol', u'leif', u'garrett', u'jail']
[u'offici', u'give', u'evid', u'cole', u'inquiri']
[u'forum', u'discuss', u'chemic', u'assess', u'program']
[u'fraser', u'coast', u'mayor', u'criticis', u'propos']
[u'free', u'beaconsfield', u'miner', u'public']
[u'free', u'flow', u'water', u'pass', u'auction']
[u'fund', u'dont', u'extend', u'emerg', u'support', u'welfar']
[u'ganguli', u'head', u'counti', u'cricket']
[u'geologist', u'scoop', u'desert', u'live', u'award']
[u'gerrard', u'seek', u'tonic', u'road', u'germani']
[u'meet', u'local', u'outback']
[u'girl', u'kill', u'teen', u'boy', u'hospit', u'rural']
[u'govt', u'pledg', u'combat', u'diabet']
[u'govt', u'pursu', u'forest', u'worker', u'payout', u'bungl']
[u'govt', u'put', u'wagga', u'defenc', u'base']
[u'grape', u'varieti', u'trial', u'hold']
[u'plantat', u'push', u'farmer']
[u'health', u'spend', u'wont', u'stanhop']
[u'heenan', u'clear', u'crusad', u'clash']
[u'henri', u'hop', u'england', u'world']
[u'hewitt', u'pull', u'hamburg', u'master']
[u'highway', u'upgrad', u'overview', u'urgent', u'need']
[u'driver', u'jail']
[u'hospit', u'overcrowd', u'lead', u'violenc', u'staff']
[u'hundr', u'penguin', u'catch', u'slick']
[u'increas', u'attack', u'student', u'union', u'claim']
[u'indonesia', u'downplay', u'iran', u'disput', u'role']
[u'indonesia', u'drop', u'suharto', u'graft', u'case']
[u'inexperi', u'allow', u'contract']
[u'inflat', u'fear', u'worri', u'investor']
[u'integr', u'attack', u'surpris', u'nixon']
[u'inter', u'milan', u'retain', u'italian']
[u'internet', u'regul', u'rule', u'domain']
[u'iran', u'nuclear', u'issu', u'test']
[u'protest', u'greet', u'joyc', u'central']
[u'workshop', u'discuss', u'chang']
[u'japanes', u'space', u'sneaker', u'ultra', u'high', u'heel']
[u'joyc', u'vote', u'migrat', u'legisl']
[u'juri', u'continu', u'deliber', u'gang', u'fight', u'trial']
[u'kanck', u'urg', u'consid', u'successor']
[u'keelti', u'support', u'tighten', u'explos', u'sale']
[u'kemp', u'leav', u'parliament']
[u'kennedi', u'socceroo', u'differ']
[u'labor', u'attack', u'baillieus', u'team']
[u'labor', u'hail', u'beazley', u'budget', u'repli']
[u'labor', u'ralli', u'beazley']
[u'land', u'purchas', u'banskia', u'conserv']
[u'licuria', u'puzzl', u'buckley', u'absenc']
[u'lime', u'mine', u'loss', u'unlik', u'event', u'sale']
[u'liquid', u'check', u'alleg', u'fraud']
[u'local', u'protest', u'hous', u'plan', u'offend']
[u'london', u'bomber', u'stop', u'report']
[u'london', u'bomb', u'couldv', u'prevent', u'report']
[u'london', u'bomb', u'report', u'useless']
[u'plead', u'guilti', u'rape', u'robberi', u'abduct']
[u'matthew', u'admit', u'leppitsch', u'futur', u'doubt']
[u'matthew', u'deni', u'rift']
[u'medicar', u'cover', u'diabet', u'servic']
[u'member', u'seek', u'flexibl', u'bendigo', u'water', u'suppli']
[u'mice', u'warn', u'farmer']
[u'mainten', u'crew', u'work']
[u'miner', u'injur', u'drill', u'accid']
[u'mine', u'expert', u'focus', u'friend', u'wast', u'dump']
[u'battl', u'loom', u'australia', u'india']
[u'mother', u'celebr', u'year', u'award']
[u'moussaoui', u'save', u'death', u'lone', u'juror', u'report']
[u'concern', u'refuge', u'support', u'program']
[u'defend', u'alp', u'decis', u'vote', u'ethanol']
[u'label', u'human', u'right', u'law', u'danger']
[u'mret', u'polici', u'still', u'wind', u'farm', u'plan']
[u'mundin', u'welcom', u'dubbo', u'estat', u'experi']
[u'murray', u'environment', u'flow', u'widespread', u'support']
[u'nadal', u'reach', u'feder', u'clash', u'loom']
[u'naval', u'clash', u'prompt', u'lankan', u'emerg', u'talk']
[u'navi', u'stand', u'timor', u'deploy']
[u'navi', u'ship', u'prepar', u'possibl', u'timor', u'duti']
[u'nervous', u'wait', u'brumbi', u'lose', u'crusad']
[u'school', u'plan', u'albion', u'park']
[u'ask', u'singer', u'like', u'maria']
[u'nixon', u'attack', u'bulli', u'probe']
[u'link', u'brisban', u'teacher', u'terrorist']
[u'wildlif', u'benefit', u'grape', u'glut']
[u'trail', u'ethanol', u'push', u'opposit']
[u'consid', u'tighter', u'explos', u'sale', u'control']
[u'nurs', u'urg', u'bonus', u'long', u'term', u'servic']
[u'offici', u'discuss', u'beaconsfield', u'mine', u'futur']
[u'opposit', u'grow', u'horsham', u'water']
[u'opposit', u'prais', u'beazley', u'budget', u'repli']
[u'papua', u'open']
[u'parent', u'welcom', u'fitzroy', u'cross', u'school', u'fund']
[u'plantat', u'industri', u'investor', u'concess']
[u'player', u'choos', u'strike']
[u'defend', u'oversea', u'trip']
[u'polic', u'continu', u'murder', u'investig']
[u'polic', u'interview', u'prison', u'lawrenc', u'murder']
[u'polic', u'investig', u'casino', u'fatal', u'stab']
[u'polic', u'quiet', u'brimbl', u'case']
[u'polic', u'seek', u'wit', u'drive', u'shoot']
[u'polic', u'suspect', u'link', u'vicious', u'stab']
[u'port', u'leav', u'door', u'open']
[u'prison', u'bar', u'save', u'semen']
[u'protest', u'target', u'joyc', u'law']
[u'public', u'invit', u'comment', u'memori', u'park']
[u'qualif', u'case', u'tarnish', u'nurs', u'reput']
[u'rabuka', u'bail', u'mutini', u'charg']
[u'red', u'beat', u'otago', u'finish', u'season', u'high']
[u'region', u'question', u'budget', u'fund']
[u'resid', u'angri', u'cockburn', u'hous', u'demolit']
[u'resign', u'surgeon', u'choic']
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[u'blood', u'process', u'stay', u'australia', u'govt']
[u'boswel', u'admit', u'lobbi', u'merger']
[u'brochur', u'dont', u'faze', u'wast', u'water', u'plan', u'oppon']
[u'brookton', u'seek', u'help', u'sport', u'recommend']
[u'budget', u'includ', u'industri', u'fund']
[u'burk', u'includ', u'world']
[u'bushfir', u'inquest', u'hear', u'firefight', u'role']
[u'busi', u'invest', u'outlook', u'remain', u'posit']
[u'calf', u'injuri', u'sidelin', u'giant', u'star', u'shaw']
[u'call', u'investig', u'mental', u'health']
[u'canberra', u'famili', u'centr', u'open', u'month']
[u'caravan', u'park', u'submiss', u'flow']
[u'cattl', u'feedlot', u'give', u'green', u'light']
[u'cervic', u'cancer', u'vaccin', u'trial']
[u'chef', u'train', u'program', u'benefit', u'industri']
[u'closer']
[u'closer']
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[u'commission', u'cole', u'chief', u'hold', u'talk']
[u'council', u'approv', u'budget', u'amidst', u'rise', u'cost']
[u'council', u'get', u'time', u'implement', u'inquiri']
[u'council', u'action', u'group', u'legal', u'cost']
[u'council', u'abandon', u'plan', u'indigen', u'apolog']
[u'council', u'lure', u'game', u'fish', u'sculptur']
[u'council', u'unhappi', u'govt', u'respons', u'hous', u'plan']
[u'court', u'hear', u'lodhi', u'tell', u'pack', u'lie']
[u'croc', u'sight', u'ashburton', u'river']
[u'crow', u'rest', u'clark', u'bomber', u'clash']
[u'cyclon', u'monica', u'victim', u'sleep', u'concret']
[u'dairi', u'farmer', u'optimist', u'futur']
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[u'darwin', u'swimmer', u'encourag', u'plung']
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[u'develop', u'board', u'vote', u'island', u'resort']
[u'downer', u'call', u'iran', u'open', u'talk']
[u'draper', u'say', u'preschool', u'fund', u'need']
[u'dutch', u'litmus', u'test', u'aussi', u'world', u'build']
[u'england', u'bank', u'blend', u'youth', u'experi']
[u'timor', u'camp', u'struggl', u'amid', u'renew', u'violenc']
[u'timor', u'rebel', u'overthrow']
[u'deputi', u'iran', u'soccer', u'snub']
[u'export', u'market', u'feral', u'turn', u'label']
[u'fairleigh', u'leav', u'knight', u'season']
[u'farmer', u'face', u'higher', u'irrig', u'cost']
[u'faulti', u'blade', u'caus', u'jetstar', u'engin', u'failur']
[u'feder', u'fund', u'currarong', u'boat', u'ramp']
[u'feder', u'govt', u'accus', u'inadequ', u'hedland', u'support']
[u'figur', u'highlight', u'time', u'riverina']
[u'figur', u'highlight', u'rise', u'properti', u'valu']
[u'firefight', u'shatter', u'bushfir', u'blame']
[u'burn', u'proud', u'hewitt']
[u'franc', u'rais', u'world', u'hop', u'itali', u'struggl']
[u'fraser', u'blanchett', u'join', u'snowi', u'hydro', u'sale', u'opposit']
[u'french', u'polic', u'clash', u'riot', u'youth']
[u'fundrais', u'launch', u'trucki', u'famili']
[u'fund', u'target', u'wimmera', u'weed', u'erad']
[u'futur', u'nation', u'liber', u'merger', u'possibl']
[u'suppli', u'failur', u'leav', u'local', u'cold']
[u'gilgandra', u'look', u'communiti', u'bank', u'open']
[u'gillard', u'throw', u'chamber', u'second']
[u'girl', u'chang', u'stori', u'aust', u'rape', u'case']
[u'giteau', u'doubt', u'starter', u'open', u'english', u'test']
[u'glen', u'inn', u'area', u'farmer', u'talk', u'drought']
[u'glori', u'return', u'train', u'financi', u'cloud']
[u'goulburn', u'school', u'care', u'place']
[u'govt', u'blueprint', u'bush', u'reveal']
[u'govt', u'extend', u'parent', u'respons']
[u'govt', u'reappoint', u'sack', u'health', u'servic', u'board', u'member']
[u'grandfath', u'charg', u'spread', u'face']
[u'grazier', u'maintain', u'drug', u'crop', u'awar']
[u'great', u'southern', u'winemak', u'produc', u'super', u'blend']
[u'green', u'seek', u'disclosur', u'talk']
[u'green', u'seiz', u'environ', u'report', u'card']
[u'gusmao', u'call', u'timor', u'uniti']
[u'gusmao', u'make', u'appeal', u'timor', u'uniti']
[u'gwydir', u'council', u'face', u'hard', u'time']
[u'hard', u'work', u'pay', u'jensen', u'swamp']
[u'health', u'servic', u'seek', u'hospit', u'revamp', u'detail']
[u'heavi', u'rain', u'prompt', u'gippsland', u'flood', u'warn']
[u'hewitt', u'advanc', u'pari']
[u'heywood', u'welcom', u'pulp', u'approv']
[u'hid', u'lash', u'media', u'elect', u'loss']
[u'high', u'achiev', u'honour', u'great']
[u'high', u'endang', u'plant', u'steal']
[u'hobbit', u'tool', u'shed', u'light', u'human', u'evolut']
[u'hospit', u'give', u'medic', u'student']
[u'iemma', u'want', u'recognit', u'mental', u'health']
[u'indigen', u'artist', u'stage', u'london', u'sale', u'dialysi']
[u'indigen', u'group', u'fear', u'highway', u'plan', u'destroy']
[u'indonesian', u'quak', u'camp', u'struggl', u'cope']
[u'indonesian', u'quak', u'hospit', u'overload', u'say']
[u'indonesia', u'quak', u'death', u'toll', u'pass']
[u'indonesia', u'refus', u'quak', u'loan']
[u'insur', u'execut', u'kill', u'light', u'plane', u'crash']
[u'investig', u'begin', u'babi', u'bodi', u'disappear']
[u'iran', u'reject', u'condit', u'nuclear', u'talk']
[u'irrig', u'face', u'doubl', u'water', u'blow']
[u'island', u'plant', u'plan', u'spark', u'green', u'concern']
[u'jail', u'decis', u'expect', u'help', u'hous', u'growth']
[u'japan', u'kaji', u'like', u'readi', u'socceroo', u'clash']
[u'japan', u'target', u'goal', u'final', u'world', u'test']
[u'labor', u'target', u'region', u'coalit', u'voter']
[u'laidley', u'keen']
[u'land', u'council', u'defend', u'land', u'permit']
[u'land', u'right', u'chang', u'threat', u'land', u'council']
[u'law', u'stem', u'kenya', u'rape', u'epidem', u'govt']
[u'lawyer', u'consid', u'saleyard', u'compo', u'case']
[u'liber', u'fear', u'bathhous', u'closur', u'impact']
[u'light', u'snow', u'boost', u'hop', u'good', u'season', u'start']
[u'local', u'govt', u'gather', u'hear', u'merger', u'issu']
[u'major', u'defenc', u'evid', u'unchalleng', u'lodhi']
[u'charg', u'northern', u'drug']
[u'get', u'life', u'sentenc', u'doubl', u'murder']
[u'plead', u'guilti', u'mokbel', u'drug']
[u'face', u'court', u'weapon', u'reptil']
[u'mayor', u'cast', u'doubt', u'bush', u'blueprint']
[u'molik', u'thrive', u'sharapova', u'challeng']
[u'monaco', u'princ', u'acknowledg', u'second', u'illegitim']
[u'money', u'wont', u'night', u'grand', u'final']
[u'fund', u'seek', u'secur', u'domest', u'violenc']
[u'fund', u'help', u'boost', u'tourism', u'competit']
[u'time', u'bridgetown', u'deviat', u'comment']
[u'call', u'inquiri', u'bodi']
[u'cast', u'doubt', u'central', u'pipelin', u'plan']
[u'test', u'negat', u'legionnair', u'diseas']
[u'urg', u'north', u'break', u'hill', u'rat', u'plan']
[u'murrumbidge', u'malici', u'damag', u'report', u'rise']
[u'nation', u'comp', u'protect', u'tradit', u'club']
[u'nation', u'surrend', u'fail', u'merger', u'beazley']
[u'navi', u'admit', u'femal', u'offic', u'abus', u'claim']
[u'nelson', u'kovco', u'comment', u'investig']
[u'age', u'care', u'bed', u'plan', u'warracknab']
[u'armi', u'chopper']
[u'question', u'surfac', u'line', u'govern']
[u'korea', u'invit', u'nuclear', u'envoy']
[u'school', u'train', u'centr']
[u'nrma', u'want', u'budget', u'focus', u'pacif', u'highway']
[u'consid', u'price', u'push', u'tackl', u'alcohol', u'problem']
[u'offic', u'technic', u'prevent', u'compens']
[u'ombudsman', u'review', u'damn', u'opposit', u'say']
[u'opposit', u'criticis', u'polic', u'attack', u'crackdown']
[u'opposit', u'pledg', u'showground', u'pavilion', u'fund']
[u'outback', u'urg', u'push', u'uniqu', u'tourism', u'experi']
[u'outrag', u'politician', u'mental', u'health', u'comment']
[u'patriot', u'swear', u'chief']
[u'pelican', u'attack', u'forc', u'wheelchair', u'bind']
[u'plan', u'afoot', u'senior', u'hous']
[u'announc', u'pilbara', u'technic', u'colleg']
[u'criticis', u'role', u'merger', u'collaps']
[u'polic', u'chief', u'review', u'trauma', u'case']
[u'polic', u'forc', u'farewel', u'north', u'west', u'offic']
[u'polic', u'investig', u'cabooltur', u'murder', u'suicid']
[u'polit', u'situat', u'shaki', u'timor']
[u'prison', u'like', u'extend', u'stay', u'north']
[u'promin', u'australian', u'snowi', u'letter', u'give']
[u'properti', u'boom', u'leav', u'short', u'land']
[u'prostitut', u'fin', u'client', u'theft']
[u'public', u'urg', u'creativ', u'playground', u'design']
[u'pulp', u'rail', u'talk', u'track']
[u'nat', u'boss', u'deni', u'vail', u'keep', u'merger', u'plan']
[u'ratepay', u'group', u'attack', u'rat', u'review', u'meet']
[u'ravlich', u'meet', u'wiluna', u'communiti']
[u'renew', u'energi', u'market', u'cheapest', u'answer', u'industri']
[u'rossi', u'stay', u'yamaha']
[]
[u'search', u'miss', u'pink', u'diamond']
[u'sediment', u'core', u'hold', u'secret', u'arctic', u'climat']
[u'senat', u'confid', u'anti', u'whale', u'vote']
[u'senior', u'cat', u'face']
[u'shev', u'latest', u'sign', u'chelsea']
[u'simplot', u'increas', u'price', u'grower']
[u'socceroo', u'kewel', u'percent']
[u'south', u'coast', u'jail', u'submiss', u'close']
[u'space', u'shuttl', u'clear', u'critic', u'hurdl', u'launch']
[u'springborg', u'deni', u'snub', u'meet']
[u'springborg', u'play', u'fail', u'merger', u'fallout']
[u'staff', u'interview', u'miss', u'babi', u'bodi']
[u'star', u'hotel', u'fail', u'reach', u'reserv', u'price']
[u'state', u'longer', u'afford', u'manag', u'health']
[u'stock', u'agent', u'group', u'back', u'saleyard', u'summit']
[u'student', u'protest', u'law']
[u'super', u'smith', u'win', u'player', u'year', u'award']
[u'survey', u'find', u'reduct', u'manufactur']
[u'tabcorp', u'hold', u'offer', u'rival', u'unitab', u'takeov']
[u'taiwan', u'presid', u'relinquish', u'power']
[u'wind', u'farm', u'compani', u'win', u'chines', u'contract']
[u'teen', u'arrest', u'supermarket', u'break']
[u'teen', u'urg', u'consid', u'join', u'cattl', u'industri']
[u'tender', u'want', u'wimmera', u'malle', u'pipelin']
[u'thousand', u'flock', u'peopl']
[u'help', u'locat', u'gulf', u'ghost', u'net']
[u'titan', u'snap', u'bronco']
[u'tradit', u'owner', u'claim', u'suburb', u'name', u'snub']
[u'train', u'servic', u'return', u'normal']
[u'trial', u'water', u'restrict', u'perman']
[u'tripodi', u'beat', u'road', u'handl', u'extra', u'truck']
[u'troop', u'abl', u'predict', u'gang', u'movement', u'brigadi']
[u'minist', u'resign', u'timor', u'crisi']
[u'forum', u'discuss', u'impact']
[u'union', u'say', u'job', u'go', u'forestri', u'polici']
[u'union', u'plan', u'protest', u'downer', u'visit']
[u'order', u'ethic', u'train', u'troop']
[u'will', u'hold', u'direct', u'talk', u'iran']
[u'vanuatu', u'pledg', u'continu', u'support', u'anti', u'whale']
[u'treat', u'legionnair']
[u'opposit', u'pledg', u'focus', u'educ']
[u'virgin', u'back', u'wheelchair', u'polici']
[u'bus', u'trial', u'diesel', u'fuel']
[u'westpoint', u'chief', u'order', u'appear', u'court']
[u'wit', u'seek', u'second', u'drive', u'shoot']
[u'wool', u'broker', u'play', u'buyer', u'protest']
[u'write', u'wont', u'affect', u'grower', u'payment', u'mcguigan']
[u'youth', u'gang', u'shatter', u'dili', u'calm']
[u'wind', u'farm', u'agreement', u'finalis']
[u'rais', u'develop', u'copper', u'deposit']
[u'kill', u'hurt', u'baghdad', u'market', u'bomb', u'attack']
[u'expat', u'abduct', u'nigeria']
[u'abattoir', u'visa', u'breach', u'minor', u'issu']
[u'accc', u'examin', u'babi', u'dummi']
[u'accus', u'face', u'court', u'violent', u'brawl']
[u'alic', u'endur', u'cold', u'weather']
[u'win', u'stake', u'china', u'bank']
[u'apec', u'call', u'progress', u'stall', u'global', u'trade']
[u'aquat', u'centr', u'fish']
[u'releas', u'guidelin']
[u'privat', u'investig', u'hunt']
[u'aussi', u'memori', u'hunt']
[u'aust', u'command', u'hop', u'meet', u'timor', u'rebel', u'leader']
[u'aust', u'command', u'meet', u'timor', u'rebel', u'leader']
[u'aust', u'medic', u'tend', u'quak', u'wound']
[u'australian', u'ballet', u'dancer', u'pilbara']
[u'australian', u'birth', u'rise']
[u'australian', u'command', u'meet', u'timor', u'rebel', u'leader']
[u'australian', u'medic', u'open', u'centr', u'quak', u'zone']
[u'aust', u'troop', u'confid', u'quell', u'dili', u'gang']
[u'barassi', u'take', u'kokoda', u'track']
[u'footag', u'show', u'murder', u'iraqi', u'civilian']
[u'bendigo', u'properti', u'valu', u'rise']
[u'benitez', u'sign', u'year', u'deal', u'liverpool']
[u'crowd', u'farewel', u'policeman']
[u'crowd', u'tip', u'attend', u'brushmen', u'bush']
[u'blaze', u'damag', u'yarloop', u'hous']
[u'brazil', u'wari', u'australia']
[u'british', u'journalist', u'return', u'steal', u'paint']
[u'bronco', u'want', u'lang', u'park', u'grand', u'final']
[u'brown', u'lion', u'resurg', u'matthew']
[u'bundaberg', u'seek', u'bigger', u'slice', u'poki', u'revenu']
[u'scrutini', u'beaconsfield', u'fund']
[u'can', u'stock', u'rout', u'reach', u'mileston']
[u'caravan', u'park', u'resid', u'ralli', u'outsid', u'compani']
[u'threaten', u'cancel', u'ash', u'ticket']
[u'crack', u'ash', u'scalper']
[u'central', u'victoria', u'record', u'lower', u'rainfal']
[u'ceremoni', u'mark', u'sydney', u'harbour', u'attack']
[u'childcar', u'fraud', u'target', u'govt', u'plan']
[u'childcar', u'crazi', u'union', u'say']
[u'clark', u'unawar', u'councillor', u'boycott']
[u'closer']
[u'closer', u'news']
[u'coalit', u'troop', u'iraq', u'ethic', u'train']
[u'coal', u'plan', u'spark', u'independ', u'water', u'studi']
[u'comment', u'seek', u'draft', u'wide', u'burnett', u'region']
[u'concern', u'grape', u'glut', u'super', u'fund']
[u'cooper', u'give', u'dragon', u'score']
[u'cordingley', u'test', u'injur', u'foot', u'club', u'match']
[u'council', u'look', u'govt', u'nelson', u'help']
[u'councillor', u'fear', u'loss', u'balanc', u'budget']
[u'council', u'reject', u'plan', u'airport', u'hart']
[u'council', u'seek', u'help', u'find', u'park', u'vandal']
[u'council', u'fish']
[u'council', u'urg', u'form', u'allianc']
[u'cowboy', u'play', u'origin', u'spot', u'murray']
[u'cricket', u'australia', u'threaten', u'cancel', u'ash', u'ticket']
[u'cyclon', u'monica', u'leav', u'communiti', u'reel']
[u'oppon', u'urg', u'lodg', u'submiss']
[u'defenc', u'evid', u'lodhi', u'case', u'unchalleng', u'court']
[u'denmark', u'legalis', u'lesbian', u'artifici', u'insemin']
[u'doctor', u'maintain', u'back', u'singl', u'hospit']
[u'drag', u'strip', u'plan', u'move', u'closer']
[u'dutch', u'lose', u'playmak', u'socceroo', u'clash']
[u'dutch', u'reserv', u'mexico']
[u'electrolux', u'worker', u'reject', u'offer']
[u'emerald', u'discuss', u'rural', u'health', u'issu']
[u'england', u'brace', u'stronger', u'wallabi', u'pack']
[u'entri', u'flow', u'cossack', u'award']
[u'environ', u'watchdog', u'slam', u'sustain']
[u'timor', u'reject', u'rebel', u'leader', u'resign']
[u'expert', u'warn', u'alcohol', u'abus']
[u'farmer', u'boost', u'soil', u'qualiti']
[u'farmer', u'warn', u'fin', u'wander', u'stock']
[u'feder', u'struggl', u'nadal', u'cruis']
[u'govt', u'withdraw', u'snowi', u'hydro', u'sale']
[u'fesa', u'fear', u'high', u'risk']
[u'finch', u'firm', u'origin']
[u'firm', u'seek', u'overturn', u'block', u'multi', u'million']
[u'turn', u'technic', u'colleg']
[u'focus', u'fund', u'childhood', u'obes', u'opposit']
[u'footi', u'club', u'room', u'revamp']
[u'ausaid', u'advis', u'sentenc', u'child', u'porn']
[u'teacher', u'charg', u'child', u'offenc']
[u'freight', u'train', u'derail', u'close', u'line']
[u'fuel', u'rebat', u'chang', u'delay', u'expect', u'help', u'farmer']
[u'gatlin', u'powel', u'showdown', u'track']
[u'good', u'gold', u'coast', u'rain', u'predict', u'month', u'away']
[u'govt', u'ask', u'drop', u'appeal', u'nativ', u'titl']
[u'govt', u'ask', u'upgrad', u'pain', u'manag', u'clinic']
[u'govt', u'scrap', u'snowi', u'hydro', u'sale']
[u'govt', u'stand', u'tourism', u'brochur', u'spend']
[u'govt', u'help', u'retrench', u'miner', u'work']
[u'govt', u'urg', u'protect', u'local', u'ethanol', u'industri']
[u'goward', u'approach', u'liber', u'preselect']
[u'grain', u'grower', u'tell', u'stop', u'sow', u'crop']
[u'grandfath', u'deni', u'bail', u'infect', u'case']
[u'grape', u'grower', u'call', u'vine', u'remov', u'consider']
[u'hauritz', u'casson', u'blue', u'sign']
[u'hiddink', u'keen', u'kewel', u'play', u'warm']
[u'hotel', u'fin', u'liquor', u'licenc', u'breach']
[u'howard', u'welcom', u'timor', u'ministeri', u'chang']
[u'impress', u'crow', u'humili', u'bomber']
[u'indonesian', u'fisher', u'face', u'court', u'poach']
[u'indonesian', u'nurs', u'hone', u'english', u'skill', u'darwin']
[u'industri', u'work', u'water', u'qualiti']
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[]
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[u'feder', u'battl', u'toronto', u'quarter']
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[u'keith', u'urban', u'enter', u'rehab']
[u'king', u'smash', u'razor', u'taipan', u'tiger', u'triumph']
[u'kuznetsova', u'zurich', u'semi']
[u'lawyer', u'call', u'vanston', u'correct', u'visa']
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[u'lobbi', u'group', u'welcom', u'plan', u'review', u'right']
[u'london', u'exhibit', u'celebr', u'histori', u'video']
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[u'dead', u'sydney', u'hous']
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[u'human', u'remain', u'site']
[u'human', u'remain', u'sept', u'site']
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[u'moroney', u'confid', u'arrang', u'apec']
[u'moroney', u'open']
[u'murder', u'suicid', u'suspect', u'dead']
[u'nasho', u'recognis', u'memori']
[u'fountain', u'commemor', u'nasho']
[u'korea', u'readi', u'join', u'nuclear', u'talk']
[u'willi', u'worri', u'say', u'lockyer']
[u'liber', u'plan', u'rule', u'stop', u'branch', u'stack']
[u'polic', u'chief', u'face', u'report', u'controversi']
[u'price', u'fall']
[u'older', u'kelli', u'win', u'supercar', u'race']
[u'anonym', u'pulp', u'oppon', u'timber', u'lobbi', u'say']
[u'perth', u'beach', u'close', u'snare']
[u'polic', u'apec', u'prepar', u'report']
[u'polic', u'chief', u'face', u'riot', u'report', u'controversi']
[u'polic', u'prepar', u'apec', u'cronulla']
[u'polic', u'rspca', u'investig', u'death', u'wallabi', u'school']
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[u'polic', u'treat', u'store', u'blaze', u'suspici']
[u'pom', u'want', u'ash', u'schedul', u'chang']
[u'power', u'pole', u'indi']
[u'defend', u'polici', u'light', u'rail', u'death']
[u'quak', u'hit', u'central', u'west']
[u'rabbit', u'blame', u'penguin', u'death', u'landslid']
[u'rain', u'hinder', u'contain', u'rankin']
[u'restrict', u'halt', u'water', u'parkland']
[u'retail', u'count', u'cost', u'brisban', u'expressway', u'closur']
[u'rice', u'cast', u'doubt', u'north', u'korea', u'nuclear', u'test', u'pledg']
[u'russia', u'play', u'victim', u'vote', u'rome', u'best']
[u'council', u'reject', u'speed', u'camera']
[u'school', u'stab', u'victim', u'recov', u'surgeri']
[u'schumach', u'edg', u'alonso', u'brazil', u'practic']
[u'sculli', u'apologis', u'riot', u'report', u'handl']
[u'sculli', u'deni', u'lie', u'parliament', u'riot', u'report']
[u'dead', u'blast', u'hit', u'pakistani', u'shop', u'crowd']
[u'solomon', u'investig', u'offic', u'raid']
[u'solomon', u'investig', u'ramsi', u'raid', u'offic']
[u'solomon', u'solicitor', u'general', u'decid', u'return']
[u'solomon', u'solicitor', u'general', u'pull']
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[u'somali', u'govern', u'troop', u'town']
[u'sphenophyta', u'lead', u'caulfield', u'bet']
[u'lanka', u'track', u'rout', u'kiwi']
[u'lankan', u'navi', u'tiger', u'clash', u'battl']
[u'sydney', u'public', u'transport', u'inadequ', u'report']
[u'sydney', u'suburb', u'name', u'state', u'worst', u'water', u'waster']
[u'nurs', u'dismiss', u'staff', u'plan']
[u'tawqeet', u'take', u'caulfield']
[u'thai', u'seek', u'support', u'region', u'neighbour']
[u'theme', u'taxi', u'bandit']
[u'thompson', u'doubl', u'sink', u'sydney']
[u'tourism', u'group', u'say', u'abandon', u'hors', u'event']
[u'tree', u'project', u'team', u'forc', u'scale', u'design']
[u'tuckey', u'hold', u'hope', u'wheat', u'monopoli', u'decis']
[u'tyson', u'unimpress', u'exhibit']
[u'museum', u'urg', u'negoti', u'aborigin']
[u'stock', u'flat', u'caterpillar', u'take', u'fall']
[u'watson', u'johnson', u'restrict', u'england']
[u'world', u'casualti', u'ciss', u'train']
[u'troop', u'farewel', u'darwin']
[u'cameramen', u'collect', u'award', u'excel']
[u'adelaid', u'clinch', u'second', u'knight']
[u'airport', u'oper', u'busi', u'usual']
[u'black', u'unearth', u'marshal']
[u'amateur', u'rocket', u'scientist', u'reach', u'space']
[u'aussi', u'jone', u'triumph', u'hawaii']
[u'aust', u'beat', u'england', u'champion', u'trophi']
[u'australian', u'scientist', u'record', u'sound', u'rare', u'whale']
[u'australian', u'win', u'taiwan', u'race', u'world', u'tallest']
[u'australia', u'status', u'pacif', u'weaken', u'rudd']
[u'aust', u'scientist', u'sound', u'track', u'whale', u'movement']
[u'beatti', u'back', u'brisban', u'bridg', u'propos']
[u'beatti', u'set', u'target', u'faster', u'broadband']
[u'beckham', u'frustrat', u'bench', u'role']
[u'beenleigh', u'school', u'damag', u'second', u'arson', u'attack']
[u'birthday', u'martyn', u'make', u'australia']
[u'brisban', u'motorist', u'warn', u'road', u'closur']
[u'british', u'employe', u'afghan', u'jail', u'bedroom']
[u'bush', u'militari', u'command', u'discuss', u'iraq', u'tactic']
[u'bush', u'stand', u'firm', u'iraq', u'despit', u'mount', u'violenc']
[u'bush', u'general', u'mull', u'chang', u'iraq', u'strategi']
[u'bush', u'vow', u'press', u'iraq', u'unrest', u'intensifi']
[u'cabinet', u'consid', u'chang', u'drought', u'rule']
[u'cabinet', u'consid', u'drought', u'assist']
[u'cane', u'toad', u'arriv', u'year', u'report']
[u'crash', u'kill', u'teen']
[u'cat', u'power', u'london']
[u'closer']
[u'closer']
[u'csiro', u'close', u'darwin', u'plant', u'research', u'divis']
[u'cycl', u'group', u'push', u'safe', u'school', u'rout']
[u'depor', u'climb', u'second', u'atletico']
[u'detail', u'teenag', u'crash', u'victim', u'releas']
[u'elder', u'seek', u'return', u'aborigin', u'burn']
[u'ferguson', u'urg', u'labor', u'uranium', u'mine']
[u'flintoff', u'play', u'ash', u'worri']
[u'teen', u'kill', u'crash']
[u'gambl', u'pay', u'cat']
[u'german', u'nazi', u'ralli', u'jail', u'singer']
[u'gnangara', u'plantat', u'fire', u'contain']
[u'govt', u'consid', u'drought', u'assist']
[u'grape', u'vulner', u'climat', u'chang', u'research']
[u'green', u'perman', u'water', u'restrict']
[u'howard', u'attend', u'pacif', u'forum', u'amid', u'increas']
[u'hundr', u'children', u'subject', u'avo']
[u'iceland', u'break', u'moratorium', u'whale', u'catch']
[u'iceland', u'whaler', u'kill', u'whale']
[u'investig', u'begin', u'fatal', u'crash']
[u'investig', u'continu', u'fatal', u'teen', u'crash']
[u'iraq', u'amopen']
[u'iraq', u'violenc', u'continu', u'despit', u'mecca', u'peac']
[u'iraq', u'violenc', u'intensifi']
[u'islamist', u'forc', u'gather', u'somali', u'prepar', u'flee']
[u'hear', u'traffic', u'case', u'court']
[u'kelli', u'brother', u'shine', u'gold', u'coast']
[u'kingston', u'forum', u'back', u'take', u'land', u'trail']
[u'liber', u'call', u'inquiri', u'quarri', u'sale']
[u'liberator', u'back', u'state', u'origin', u'call']
[u'macgil', u'ash', u'spin', u'play']
[u'charg', u'shanghai', u'club', u'stab']
[u'shoot', u'melbourn', u'stand']
[u'face', u'heroin', u'import', u'charg']
[u'neighbour', u'lift', u'govern', u'standard', u'howard']
[u'jail', u'luxuri', u'accommod']
[u'quak', u'caus', u'damag']
[u'teen', u'smoke', u'year', u'survey']
[u'nuclear', u'carrot', u'stick', u'approach', u'doom', u'iran']
[u'obes', u'post', u'menopaus', u'women', u'prone', u'breast', u'cancer']
[u'omalley', u'chase', u'lead', u'mallorca']
[u'oppn', u'say', u'airlin', u'insur', u'affect']
[u'opposit', u'maintain', u'pressur', u'sculli']
[u'pacino', u'honour', u'lifetim', u'achiev']
[u'pain', u'fire', u'tiger', u'waca']
[u'patrol', u'boat', u'fleet', u'return', u'servic']
[u'peacekeep', u'bring', u'fresh', u'violenc']
[u'philharmon', u'societi', u'close', u'costum', u'hire', u'busi']
[u'philipp', u'take', u'gold', u'coast', u'indi']
[u'philipp', u'triumphant', u'power', u'shunt']
[u'tell', u'pacif', u'govt', u'lift', u'standard']
[u'polic', u'releas', u'detail', u'teenag', u'crash', u'victim']
[u'polic', u'releas', u'detail', u'teen', u'crash', u'victim']
[u'polic', u'seiz', u'drug', u'weapon', u'broadmarsh']
[u'polic', u'urg', u'vigil', u'abduct', u'attempt']
[u'pont', u'hail', u'easi', u'england']
[u'pont', u'promis', u'bouncer', u'barrag', u'ash']
[u'pope', u'call', u'sectarian', u'violenc', u'iraq']
[u'protest', u'ralli', u'plan', u'closur']
[u'rann', u'accus', u'inact', u'taxi', u'problem']
[u'research', u'call', u'macquari', u'rabbit', u'cull']
[u'research', u'defend', u'iraq', u'death', u'estim']
[u'revitalis', u'jet', u'stun', u'roar']
[u'rice', u'meet', u'editor', u'murder', u'russian']
[u'rice', u'ralli', u'support', u'russia', u'north', u'korea']
[u'rizzo', u'make', u'australian', u'gymnast', u'histori']
[u'rolton', u'undergo', u'knee', u'scan']
[u'ruddock', u'confid', u'secur', u'apec']
[u'ruddock', u'happi', u'apec', u'secur', u'prepar']
[u'rudd', u'say', u'iraq', u'reput']
[u'dairi', u'farmer', u'verg', u'quit']
[u'safeti', u'light', u'instal', u'outsid', u'school']
[u'labor', u'drop', u'confer', u'union']
[u'urg', u'chang', u'ahead', u'feder']
[u'schu', u'sidelin', u'second', u'titl', u'beckon', u'alonso']
[u'servic', u'media', u'law', u'introduc']
[u'seven', u'foreign', u'worker', u'free', u'nigeria']
[u'sharapova', u'set', u'hantuchova', u'showdown']
[u'shevchenko', u'break', u'goal', u'drought']
[u'shopkeep', u'criticis', u'slow', u'brigad', u'respons']
[u'sing', u'shower', u'wast', u'money']
[u'small', u'earthquak', u'hit', u'south', u'east', u'melbourn']
[u'sogavar', u'say', u'offic', u'raid', u'provoc']
[u'soldier', u'control', u'iraqi', u'citi', u'clash', u'spread']
[u'southern', u'star', u'thriller']
[u'stott', u'despoja', u'exit', u'democrat']
[u'stott', u'despoja', u'polit']
[u'stott', u'despoja', u'leav', u'polit']
[u'sudan', u'expel', u'envoy', u'darfur']
[u'sydney', u'hospit', u'isol', u'babi', u'stomach', u'virus']
[u'tander', u'win', u'race']
[u'tawqeet', u'yeat', u'duel', u'favourit']
[u'thousand', u'gather', u'alic', u'master', u'game']
[u'tiger', u'control', u'waca']
[u'tiger', u'dragon', u'winless']
[u'tiger', u'steadi', u'send']
[u'ugandan', u'presid', u'meet', u'rebel', u'peac', u'talk']
[u'vanston', u'refus', u'comment', u'visa', u'mistak']
[u'firefight', u'battl', u'blaze', u'overnight']
[u'tackl', u'climat', u'chang']
[u'vietnam', u'accus', u'fear', u'control', u'internet']
[u'water', u'pipe', u'remain', u'break', u'despit', u'loom']
[u'dead', u'bangladesh', u'ferri', u'accid']
[u'million', u'afford', u'dental', u'care', u'acoss']
[u'iron', u'engin', u'worker', u'lose', u'job']
[u'miss', u'bangladesh', u'ferri', u'crash', u'polic']
[u'keep', u'credit', u'rat']
[u'chopper', u'make', u'emerg', u'land']
[u'australian', u'pilot', u'kill', u'crash']
[u'australian', u'perfect', u'cancer', u'gene', u'screen']
[u'bali', u'bomb', u'milit', u'free']
[u'blaze', u'spark', u'west']
[u'blood', u'suppli', u'need', u'urgent']
[u'boycott', u'call', u'fletcher', u'head']
[u'bull', u'hand', u'cap', u'blue', u'clash']
[u'fraser', u'island', u'fund']
[u'canberra', u'construct', u'boom', u'expect', u'continu']
[u'cap', u'show', u'commit', u'caus']
[u'china', u'releas', u'journalist', u'charg']
[u'closer']
[u'corrupt', u'watchdog', u'investig', u'council', u'bribe']
[u'court', u'consid', u'impact', u'name', u'juvenil']
[u'crew', u'battl', u'rubbish', u'dump', u'blaze']
[u'csiro', u'back', u'govt', u'climat', u'chang', u'plan']
[u'downer', u'condemn', u'sudan', u'expuls', u'envoy']
[u'economist', u'question', u'boom', u'predict']
[u'englishman', u'stand', u'trial', u'tourist', u'murder']
[u'famili', u'friend', u'mourn', u'teen', u'death']
[u'farm', u'safe', u'plantat', u'abetz']
[u'troop', u'kill', u'baghdad']
[u'forest', u'manag', u'sustain', u'confer', u'tell']
[u'fraser', u'master', u'record', u'final', u'go']
[u'fuel', u'reduct', u'burn', u'prompt', u'phone', u'call']
[u'gatecrash', u'amend', u'window', u'dress']
[u'gippsland', u'restrict', u'come', u'earli']
[u'goonellabah', u'communiti', u'mourn', u'teen', u'death']
[u'govt', u'launch', u'secur', u'site']
[u'govt', u'urg', u'boost', u'welfar', u'spend']
[u'govt', u'urg', u'attent', u'workplac', u'safeti']
[u'gregan', u'accompani', u'japan']
[u'grow', u'concern', u'solomon', u'stalem']
[u'heal', u'add', u'coach']
[u'aid', u'rat', u'spike', u'govt']
[u'howard', u'deni', u'australia', u'solomon', u'raid']
[u'hungerford', u'hill', u'secur', u'drop', u'award']
[u'hunter', u'winegrow', u'urg', u'climat', u'chang']
[u'take', u'toll', u'north', u'east', u'crop']
[u'indigen', u'theatr', u'head', u'sydney', u'opera', u'hous']
[u'inquiri', u'bash', u'death', u'prompt', u'parol']
[u'iraq', u'impos', u'curfew', u'tens', u'shiit', u'town']
[u'lake', u'entranc', u'plan', u'face', u'cost', u'blowout']
[u'langer', u'retali', u'day', u'pain']
[u'fin', u'drive', u'offenc']
[u'jail', u'branch', u'bash']
[u'melbourn', u'ballarat', u'goldrush', u'train', u'track']
[u'melbourn', u'super', u'council', u'propos', u'reject']
[u'monaghetti', u'hail', u'marathon', u'rise', u'star']
[u'reject', u'bore', u'predict']
[u'guarante', u'butcher']
[u'avoid', u'speedi', u'reform', u'crash']
[u'govt', u'avoid', u'speedi', u'reform', u'crash']
[u'mother', u'like', u'pay', u'matern', u'leav']
[u'oppn', u'say', u'epicentr', u'court', u'case', u'cost', u'taxpay']
[u'opposit', u'call', u'govt', u'futur', u'proof']
[u'oxley', u'moyhu', u'face', u'water', u'restrict']
[u'phar', u'arsenic', u'claim', u'prematur', u'expert']
[u'arriv', u'fiji', u'amid', u'coup', u'fear']
[u'condemn', u'australian', u'arrog']
[u'polic', u'search', u'miss', u'teen']
[u'power', u'return', u'home']
[u'queen', u'london', u'home', u'night']
[u'report', u'predict', u'econom', u'boom', u'australia']
[u'resourc', u'slump', u'fail', u'market']
[u'rooki', u'quick', u'debut', u'bushrang']
[u'parent', u'avoid', u'charg', u'gatecrash']
[u'school', u'closur', u'impact', u'child', u'obes']
[u'scientist', u'super', u'earth', u'ball']
[u'seven', u'year', u'jail', u'drug', u'squad']
[u'solomon', u'offic', u'raid', u'condemn', u'vanuatu']
[u'stem', u'cell', u'research', u'scientist']
[u'stott', u'despoja', u'deni', u'retir', u'send', u'wrong', u'messag']
[u'suncorp', u'boss', u'unconcern', u'takeov', u'talk']
[u'teen', u'girl', u'face', u'trial', u'cabbi', u'murder']
[u'test', u'allevi', u'bird', u'fear', u'australian']
[u'tiger', u'continu', u'batter', u'warrior']
[u'tiger', u'pile', u'miseri', u'declar']
[u'trio', u'reject', u'alleg', u'parkland', u'rape', u'assault']
[u'ultraviolet', u'light', u'help', u'asthma', u'suffer', u'studi']
[u'ultraviolet', u'reduc', u'asthma', u'symptom', u'mice']
[u'victoria', u'announc', u'extra', u'drought', u'fund']
[u'virgin', u'flag', u'drop', u'fuel', u'surcharg']
[u'volcan', u'blanket', u'philippin', u'villag']
[u'water', u'author', u'tell', u'need', u'farmer', u'input']
[u'woman', u'plead', u'guilti', u'stab', u'boyfriend']
[u'open', u'afghan', u'school']
[u'news', u'photograph', u'kidnap', u'gaza']
[u'australian', u'gorg', u'natur', u'resourc']
[u'aust', u'stay', u'ramsi']
[u'koala', u'list', u'vulner']
[u'closer']
[u'girl', u'attack', u'appal', u'brack', u'say']
[]
[u'govt', u'defend', u'qeii', u'site', u'tender']
[u'govt', u'extend', u'drought', u'relief', u'packag']
[u'hong', u'kong', u'detain', u'north', u'korean', u'cargo', u'ship']
[u'howard', u'applaud', u'pacif', u'leader', u'back', u'ramsi']
[u'hungarian', u'polic', u'brace', u'violenc']
[u'langer', u'show', u'wash']
[u'moti', u'appear', u'honiara', u'court']
[u'push', u'drought']
[u'pacif', u'leader', u'agre', u'ramsi', u'review']
[u'pacif', u'leader', u'agre', u'review', u'ramsi', u'oper']
[u'reaction', u'mix', u'plan', u'mandatori', u'domest']
[u'lanka', u'south', u'africa']
[u'thai', u'parliament', u'appoint', u'head']
[u'union', u'confer', u'spark', u'fresh', u'debat']
[u'univers', u'ink', u'research', u'collabor']
[u'victori', u'coach', u'merrick', u'defend', u'butcher']
[u'aust', u'fend', u'ramsi', u'leadership', u'challeng']
[u'australian', u'injur', u'timor', u'violenc']
[u'closer']
[u'cruis', u'ship', u'regul', u'scrutini']
[u'drought', u'forc', u'scale', u'road', u'grade', u'program']
[u'drug', u'turn', u'foxi', u'ladi', u'mother']
[u'solomon', u'face', u'court']
[u'giteau', u'excit', u'half', u'switch']
[u'green', u'group', u'welcom', u'solar', u'plant', u'plan']
[u'hop', u'star', u'bonus', u'point']
[u'hop', u'star', u'bull', u'bonus', u'point']
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[u'symond', u'england']
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[u'england', u'unhappi', u'leak', u'explan']
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[u'krakouer', u'brother', u'face', u'court', u'charg']
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[u'stab', u'wound', u'admit', u'hospit']
[u'market', u'continu', u'record']
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[u'murder', u'elder', u'woman', u'sicken', u'polic']
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[u'muslim', u'pilgrimag', u'begin']
[u'nasser', u'lament', u'england', u'ridicul']
[u'home', u'sale', u'push', u'stock', u'holiday', u'trade']
[u'nigerian', u'pipelin', u'blast', u'prompt']
[u'secur', u'breach', u'bowl', u'leak']
[u'govt', u'rule', u'buy', u'sydney', u'tunnel']
[u'firefight', u'join', u'effort']
[u'miss']
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[u'onward', u'upward', u'aust', u'market']
[u'philippin', u'find', u'bodi', u'terror', u'suspect']
[u'pilot', u'surviv', u'chopper', u'crash']
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[u'propos', u'mine', u'regul', u'chang']
[u'rap', u'solomon', u'polic', u'chief']
[u'polic', u'commission', u'term', u'extend']
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[u'thomson', u'resign', u'hurt', u'labor', u'campaign']
[u'thorn', u'defi', u'tiger']
[u'thousand', u'converg', u'canberra', u'pray', u'rain']
[u'guantanamo', u'suspect', u'face', u'hear']
[u'tristar', u'consid', u'legal', u'action', u'block']
[u'truck', u'driver', u'kill', u'crash', u'freight']
[u'tuqiri', u'leagu', u'return', u'like', u'report']
[u'unionist', u'parti', u'sinn', u'fein', u'urg', u'creat', u'power']
[u'begin', u'militari', u'hear', u'alleg', u'terrorist']
[u'brazil', u'sign', u'ethanol', u'deal']
[u'iran', u'present', u'iraq', u'meet']
[u'vaughan', u'put', u'faith', u'monti']
[u'victori', u'bullet', u'celebr', u'fan']
[u'victori', u'lose', u'fred']
[u'prepar', u'second', u'sever', u'cyclon']
[u'resid', u'brace', u'cyclon', u'jacob']
[u'weather', u'condit', u'like', u'hamper', u'whale', u'rescu']
[u'wembley', u'stadium', u'reconstruct', u'complet']
[u'hall', u'drown', u'caribbean', u'holiday']
[u'wildlif', u'author', u'remain', u'optimist']
[u'windi', u'seek', u'earli', u'home', u'advantag']
[u'woman', u'report', u'steal', u'cannabi', u'offic', u'delight']
[u'worker', u'evacu', u'cyclon']
[u'world', u'oldest', u'person', u'die', u'salvador']
[u'youni', u'buri', u'pitch', u'fear', u'shape', u'pakistan']
[u'kill', u'china', u'flood']
[u'dead', u'accid']
[u'abbott', u'rule', u'chang', u'blood', u'donor', u'rule']
[u'adelaid', u'hill', u'fire', u'deliber']
[u'alga', u'warn', u'issu', u'lake', u'burley', u'griffin']
[u'angela', u'webber', u'die', u'age']
[u'alpin', u'athlet', u'rise', u'occas']
[u'autopsi', u'hop', u'determin', u'possibl', u'link']
[u'baghdad', u'bomb', u'kill', u'score']
[u'baghdad', u'bomb', u'kill', u'peac', u'talk']
[u'barr', u'propos', u'school', u'gungahlin']
[u'beatti', u'accus', u'lord', u'mayor', u'grandstand']
[u'blackout', u'hit', u'thousand', u'sydney', u'home']
[u'bodi', u'crash', u'victim', u'home', u'wednesday', u'downer']
[u'bodi', u'garuda', u'crash', u'victim', u'return', u'home']
[u'budget', u'reflect', u'difficult', u'situat', u'costello']
[u'burgo', u'battl', u'brain', u'surgeri']
[u'bush', u'send', u'iraq', u'budget', u'request', u'congress']
[u'calcavecchia', u'lead', u'leaney', u'slip']
[u'canberran', u'warn', u'onlin', u'busi', u'oper']
[u'canberra', u'celebr', u'birthday']
[u'child', u'abus', u'campaign', u'call', u'laundri', u'slave']
[u'choke', u'cloud', u'irish', u'triumph']
[u'closer']
[u'closer']
[u'combet', u'deni', u'plan', u'thomson', u'place', u'seat']
[u'concern', u'rais', u'sleep', u'pill', u'bizarr']
[u'concern', u'rais', u'sleep', u'pill', u'effect']
[u'corrigan', u'spring', u'upset']
[u'council', u'busi', u'abl', u'bore', u'water']
[u'crawford', u'book', u'hawk', u'loss']
[u'crew', u'contain', u'perth', u'bushfir']
[u'cyclon', u'georg', u'claim', u'second', u'life']
[u'cyclon', u'jacob', u'approach']
[u'devast', u'henri', u'vow', u'come', u'better']
[u'downer', u'costello', u'continu', u'thomson', u'attack']
[u'downer', u'dirti', u'attack', u'unnecessari', u'opposit']
[u'beatti', u'rule', u'mayor', u'challeng']
[u'electr', u'problem', u'continu', u'follow', u'friday']
[u'farmer', u'welcom', u'water', u'grant']
[u'feder', u'govt', u'refus', u'eas', u'restrict', u'blood']
[u'figur', u'high', u'drop', u'rate', u'polic']
[u'fund', u'boost', u'disabl', u'care']
[u'garuda', u'crash', u'victim', u'bodi', u'home', u'wednesday']
[u'govt', u'reach', u'low', u'rudd', u'attack', u'opposit']
[u'green', u'deni', u'prefer', u'deal', u'campaign', u'launch']
[u'hang', u'glider', u'crash', u'victim', u'good', u'spirit']
[u'howard', u'offer', u'armi', u'help', u'cyclon', u'affect']
[u'howard', u'sign', u'secur', u'agreement', u'japanes']
[u'howe', u'confirm', u'osaka', u'berth']
[u'ibrahim', u'signal', u'readi', u'return', u'malaysian']
[u'form', u'watson', u'push', u'order']
[u'investig', u'comment', u'garuda', u'black']
[u'iran', u'odd', u'iraq', u'violenc']
[u'iraq', u'beg', u'neighbour', u'help', u'halt', u'fight']
[u'iraqi', u'court', u'deni', u'saddam', u'judg', u'flee']
[u'ireland', u'seal', u'tripl', u'crown']
[u'itali', u'stun', u'wale', u'nation']
[u'jacob', u'weaken', u'remain', u'track']
[u'jam', u'brown', u'entomb', u'temporari', u'spot']
[u'judg', u'dismiss', u'blood', u'dope', u'case', u'report']
[u'king', u'island', u'effort', u'hamper', u'underground']
[u'klitschko', u'knock', u'austin', u'retain', u'titl']
[u'labor', u'face', u'critic', u'tafe', u'elect', u'promis']
[u'labor', u'promis', u'tafe', u'fund', u'teacher', u'welcom']
[u'lara', u'confid', u'windi', u'bounc']
[u'lewi', u'familiar', u'territori']
[u'lifesav', u'warn', u'danger', u'condit']
[u'die', u'collid', u'prime', u'mover']
[u'mclellan', u'set', u'hurdl', u'mark']
[u'messi', u'tripl', u'treat', u'rescu', u'barca']
[u'michael', u'jackson', u'wow', u'troop', u'lavish', u'japan']
[u'molik', u'stosur', u'advanc', u'california']
[u'monaro', u'candid', u'stand', u'firm', u'give']
[u'motogp', u'casey', u'stoner', u'valentino', u'rossi']
[u'muslim', u'immigr', u'envelop', u'elect']
[u'cop', u'week', u'strike', u'elsom']
[u'museum', u'open', u'door']
[u'news', u'agenc', u'militari', u'eras']
[u'deal', u'strike', u'green', u'labor']
[u'mirth', u'girth', u'bermuda', u'skipper']
[u'hous', u'minist', u'welcom', u'discuss']
[u'open']
[u'overnight', u'road', u'accid', u'leav', u'dead']
[u'polic', u'wed', u'brawl']
[u'polic', u'continu', u'investig', u'fatal', u'truck']
[u'polic', u'elder', u'man', u'bodi']
[u'policeman', u'kill', u'colleagu', u'delhi', u'bank']
[u'policeman', u'recov', u'hospit', u'rescu']
[u'polic', u'seek', u'parent', u'wander']
[u'polic', u'investig', u'cyclon', u'death']
[u'pollut', u'ralli', u'heat', u'debnam']
[u'premier', u'brack', u'open', u'susi', u'oneil', u'pool']
[u'protest', u'support', u'right', u'propos']
[u'govt', u'defend', u'domest', u'focus', u'level']
[u'report', u'claim', u'violat', u'surveil', u'law']
[u'govt', u'announc', u'independ', u'health']
[u'sampdoria', u'hold', u'cagliari']
[u'second', u'cruis', u'ship', u'dock', u'darwin']
[u'second', u'person', u'die', u'cyclon', u'georg']
[u'secur', u'agreement', u'domin', u'japan', u'visit']
[u'shark', u'unbeaten', u'overpow', u'cheetah']
[u'state', u'road', u'toll', u'hit']
[u'stoner', u'make', u'motogp', u'breakthrough']
[u'stoner', u'stay', u'ground', u'despit', u'maiden']
[u'stop', u'muslim', u'immigr', u'christian', u'democrat']
[u'stop', u'pick', u'struggl', u'sehwag', u'dravid']
[u'studi', u'find', u'older', u'driver', u'patient', u'like']
[u'taliban', u'threaten', u'kill', u'kidnap', u'italian']
[u'teacher', u'call', u'lead', u'obes', u'fight']
[u'teen', u'charg', u'fatal', u'chase']
[u'fatal', u'accid', u'road']
[u'thousand', u'flee', u'fight', u'intensifi', u'lanka']
[u'tiger', u'maul', u'blue', u'host', u'home', u'final']
[u'tiger', u'surg', u'home', u'final']
[u'torren', u'lake', u'reopen', u'alga', u'level', u'plummet']
[u'tribut', u'flow', u'australian', u'kill', u'garuda']
[u'fear', u'drown', u'crash', u'river']
[u'unit', u'snatch', u'replay']
[u'iran', u'discuss', u'iraqi', u'violenc']
[u'victorian', u'rower', u'sweep', u'nation']
[u'walker', u'steal', u'hooker', u'thunder']
[u'warrior', u'season', u'end', u'heartbreak']
[u'warrior', u'struggl', u'final', u'berth']
[u'weather', u'prove', u'hazard', u'whale', u'rescu', u'effort']
[u'whale', u'rescuer', u'film', u'techniqu', u'help']
[u'whale', u'rescuer', u'hope', u'video', u'help']
[u'wildlif', u'team', u'celebr', u'success', u'whale', u'rescu']
[u'woman', u'die', u'stab', u'sydney']
[u'worri', u'waratah', u'tri', u'stay', u'posit']
[u'zambian', u'govt', u'begin', u'mass', u'demolit', u'hous']
[u'climber', u'dead', u'ban', u'volcano']
[u'grain', u'enter', u'wool', u'market', u'purchas']
[u'aborigin', u'corp', u'get', u'replac', u'fund']
[u'govt', u'canberra', u'propaganda']
[u'age', u'care', u'health', u'domin', u'campaign', u'trail']
[u'amundsen', u'call', u'magistr', u'step', u'asid']
[u'invas', u'will', u'short', u'sight']
[u'aquacultur', u'farm', u'propon', u'look', u'offshor']
[u'breath', u'easi', u'tuqiri']
[u'aust', u'drop', u'place', u'global', u'gold', u'product']
[u'aust', u'japan', u'secur', u'pact', u'contain', u'china']
[u'aust', u'market', u'follow', u'wall', u'street', u'lead']
[u'australia', u'trick', u'pont']
[u'australian', u'lucki', u'surviv', u'indonesian', u'plane', u'crash']
[u'australia', u'sign', u'treati', u'japan']
[u'award', u'recognis', u'brave', u'crash', u'rescu']
[u'award', u'recognis', u'brave', u'queensland']
[u'award', u'recognis', u'trio', u'braveri']
[u'baker', u'quit', u'nation', u'independ']
[u'barmah', u'forest', u'cattl', u'remov']
[u'beatti', u'back', u'plan', u'nation', u'doctor', u'regist']
[u'beatti', u'announc', u'water', u'price', u'june', u'budget']
[u'beetl', u'hold', u'mimosa', u'control']
[u'black', u'say', u'green', u'prefer', u'deal']
[u'blair', u'criticis', u'treatment', u'iraq']
[u'blaze', u'uniform', u'reveal', u'soon']
[u'bomb', u'destroy', u'court', u'tell']
[u'die', u'crash', u'near', u'doomadge']
[u'brandi', u'produc', u'welcom', u'import', u'duti', u'decis']
[u'braveri', u'award', u'rescu']
[u'braveri', u'award', u'recognis', u'bull', u'attack', u'rescu']
[u'braveri', u'award', u'recognis', u'yacht', u'rescu', u'effort']
[u'braveri', u'award', u'recognis', u'everyday', u'hero']
[u'breathalys', u'challeng', u'throw']
[u'brimbl', u'wit', u'seek', u'cover', u'legal', u'cost']
[u'burk', u'affair', u'fail', u'hurt', u'labor', u'poll']
[u'bush', u'hunt', u'beaut', u'bloke', u'go', u'nation']
[u'busi', u'chamber', u'hear', u'communiti', u'bank', u'plan']
[u'swim', u'centr', u'communiti', u'group']
[u'crash', u'rescu', u'earn', u'braveri', u'award']
[u'recov', u'murray', u'river', u'doubl']
[u'roll', u'leav', u'hospit']
[u'carrol', u'quit']
[u'cathol', u'church', u'accus', u'ignor', u'laundri', u'slave']
[u'childcar', u'centr', u'asbesto', u'threat', u'remov']
[u'clean', u'fatal', u'level', u'cross', u'crash']
[u'closer']
[u'closer']
[u'closer']
[u'compani', u'promot', u'easi', u'way', u'green']
[u'cosgrov', u'say', u'commonwealth', u'import', u'bloc']
[u'council', u'consid', u'nativ', u'titl', u'land']
[u'council', u'get', u'vandal']
[u'councillor', u'comfort', u'doubl']
[u'councillor', u'meet', u'consid', u'respons']
[u'council', u'move', u'closer', u'wave', u'maker', u'instal']
[u'council', u'govt', u'meet', u'water', u'entitl']
[u'council', u'help', u'campdraft', u'group']
[u'council', u'urg', u'dramat', u'surf', u'warn']
[u'council', u'wont', u'oppos', u'vcat', u'hear', u'phillip']
[u'court', u'challeng', u'bring', u'halt', u'epicentr', u'work']
[u'crawford', u'kelli', u'tribun']
[u'crawford', u'like', u'face', u'dual', u'charg']
[u'csiro', u'scientist', u'call', u'accur', u'model']
[u'success', u'drive', u'inzi']
[u'cyclon', u'death', u'prompt', u'union', u'safeti']
[u'cyclon', u'jacob', u'cross', u'pilbara', u'coast']
[u'cyclon', u'jacob', u'eas']
[u'cyclon', u'jacob', u'lose', u'strength']
[u'cyclon', u'jacob', u'track', u'coast']
[u'cyclon', u'jacob', u'weaken']
[u'debnam', u'challeng', u'iemma', u'second', u'debat']
[u'degrad', u'option']
[u'dozen', u'kill', u'bomb', u'iraq']
[u'driver', u'urg', u'price', u'rise']
[u'drought', u'increas', u'wool', u'price']
[u'dubai', u'airport', u'close', u'hour', u'plane']
[u'earli', u'thaw', u'snowi', u'mountain']
[u'educ', u'review', u'urg', u'program', u'parent']
[u'elect', u'close', u'iemma', u'warn']
[u'elli', u'back', u'tran', u'tasman', u'comp']
[u'wast', u'recycl', u'plan', u'criticis']
[u'experi', u'carlton']
[u'farmer', u'urg', u'prepar', u'soil', u'water']
[u'farmer', u'warn', u'check', u'soil', u'fertilis', u'cost']
[u'farrugia', u'parent', u'upset', u'council', u'plaqu', u'stanc']
[u'fast', u'food', u'outlet', u'ask', u'tran', u'usag']
[u'fear', u'water', u'woe', u'hamper', u'wangaratta', u'busi']
[u'feder', u'suffer', u'shock', u'loss']
[u'govt', u'push', u'nation', u'health', u'registr']
[u'feedlot', u'feel', u'pressur', u'higher', u'grain', u'price']
[u'money']
[u'fiji', u'flood', u'report']
[u'flood', u'affect', u'resid', u'need', u'household', u'good']
[u'fremantl', u'hotel', u'collaps', u'overnight']
[u'french', u'elect']
[u'gallic', u'snare', u'adelaid']
[u'gold', u'coast', u'runner', u'break', u'hurdl', u'record']
[u'govt', u'back', u'clean', u'coal', u'technolog']
[u'govt', u'dismiss', u'poll', u'predict', u'elect', u'loss']
[u'govt', u'fund', u'help', u'paper', u'revamp']
[u'govt', u'outlin', u'illawarra', u'trade', u'school', u'plan']
[u'govt', u'urg', u'eas', u'access', u'payout', u'veteran']
[u'govt', u'vow', u'replac', u'coal', u'fire', u'power', u'station']
[u'grain', u'produc', u'better', u'idea', u'wheat']
[u'green', u'renew', u'energi', u'push']
[u'green', u'prefer', u'independ', u'gaudri']
[u'grey', u'anatomi', u'star', u'rise']
[u'hamilton', u'airport', u'get', u'rescu', u'revamp']
[u'hawk', u'decid', u'crawford', u'charg']
[u'hewitt', u'crash', u'california']
[u'hole', u'pyjama', u'reveal', u'internet', u'plagiar']
[u'homework', u'contribut', u'childhood', u'obes', u'parent']
[u'hope', u'illawarra', u'youth', u'council', u'teen']
[u'hous', u'financ', u'figur', u'januari']
[u'hous', u'financ', u'increas']
[u'howard', u'goat', u'opinion', u'poll']
[u'iemma', u'accus', u'green', u'put', u'stabl', u'govt', u'risk']
[u'ill', u'prompt', u'sprenger', u'withdraw']
[u'inter', u'fight', u'milan', u'derbi']
[u'iranian', u'presid', u'address', u'unsc', u'nuclear']
[u'iraq', u'attack', u'kill']
[u'jackson', u'score', u'point', u'korea']
[u'japan', u'aust', u'defenc', u'pact', u'aim', u'contain']
[u'japan', u'import', u'region', u'secur']
[u'journalist', u'amput', u'garuda', u'crash']
[u'katich', u'marsh', u'final', u'return']
[u'kilgariff', u'defend', u'sweeper', u'contract', u'process']
[u'king', u'blaze', u'contain', u'wednesday', u'firi']
[u'koori', u'communiti', u'member', u'scuffl', u'polic']
[u'labor', u'lead', u'liber', u'latest', u'poll']
[u'labor', u'lose', u'green', u'prefer', u'monaro']
[u'langer', u'finish', u'cricket']
[u'latrob', u'power', u'station', u'fund', u'wast', u'green']
[u'lindop', u'aim', u'success', u'adelaid', u'cup']
[u'macquari', u'bank', u'share', u'leap']
[u'magistr', u'reject', u'amundsen', u'request', u'step', u'asid']
[u'deton', u'bomb', u'internet', u'cafe', u'morocco']
[u'mandurah', u'host', u'medic', u'student', u'gather']
[u'stab', u'melbourn', u'music', u'festiv']
[u'tell', u'garuda', u'crash', u'surviv']
[u'mayor', u'unhappi', u'water', u'price', u'rise', u'plan']
[u'mersey', u'hospit', u'emerg', u'dept', u'normal']
[u'metal', u'group', u'express', u'regret', u'cyclon', u'georg']
[u'millar', u'dream', u'tour', u'repeat']
[u'minist', u'defend', u'decis', u'target', u'china']
[u'want', u'port', u'lead', u'handl', u'hold']
[u'moor', u'croft', u'line', u'red']
[u'european', u'visitor', u'central']
[u'mourinho', u'deni', u'swear', u'refere']
[]
[u'wont', u'remov', u'farmer', u'right', u'appeal']
[u'nasa', u'offici', u'surpris', u'climat', u'chang']
[u'nation', u'independ', u'fund', u'inquiri']
[u'nation', u'cost', u'carbon', u'storag', u'polici']
[u'farm', u'relief', u'reduc', u'paperwork']
[u'north', u'west', u'rescu', u'chopper']
[u'breakthrough', u'isra', u'palestinian', u'talk']
[u'fisher', u'question', u'feder', u'tuna', u'remind']
[u'nuclear', u'facil', u'ahead', u'despit', u'tradit']
[u'launch', u'campaign', u'bring', u'expat', u'home']
[u'pakistan', u'ban', u'speak', u'english', u'journo']
[u'palmerston', u'boom', u'hous', u'industri', u'say']
[u'fight', u'cumnock', u'school', u'suffer']
[u'parliamentari', u'schedul', u'disgrac', u'opposit']
[u'patel', u'patient', u'seek', u'compo', u'answer']
[u'piggeri', u'struggl', u'fee', u'cost', u'labour', u'shortag']
[u'pilbara', u'resid', u'reliev', u'jacob', u'weaken']
[u'goat', u'poor', u'poll', u'result']
[u'rais', u'comfort', u'women', u'issu']
[u'vow', u'work', u'harder', u'turn', u'poll', u'result']
[u'govt', u'ceas', u'talk', u'aust', u'mine', u'compani']
[u'polic', u'chief', u'attend', u'armidal', u'station', u'open']
[u'polic', u'concern', u'skyfir', u'underag', u'drink']
[u'polic', u'facil', u'work', u'move', u'ahead']
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[u'hall', u'head', u'resid', u'curb', u'antisoci', u'woe']
[u'hayden', u'knock', u'best', u'buck']
[u'hick', u'sentenc', u'discuss']
[u'hick', u'prosecutor', u'consid', u'year', u'sentenc']
[u'hick', u'sentenc', u'prepar']
[u'hickss', u'time', u'serv', u'count']
[u'high', u'altitud', u'airport', u'build', u'tibet']
[u'highway', u'clear', u'truck', u'crash']
[u'hillier', u'fresh', u'appeal', u'day']
[u'historian', u'lose', u'vinci', u'code', u'plagiar', u'appeal']
[u'hop', u'cold', u'snap', u'curb', u'mozzi', u'problem']
[u'hotel', u'propon', u'hop', u'develop', u'oper']
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[u'import', u'issu']
[u'indon', u'agre', u'bird', u'virus', u'sampl']
[u'intervent', u'order', u'ukrainian', u'swim', u'coach']
[u'italian', u'win', u'vote', u'troop', u'afghanistan']
[u'jail', u'grandfath', u'get', u'year']
[u'kalgoorli', u'council', u'begin', u'campaign', u'lure', u'teacher']
[u'qanta', u'australia']
[u'kingaroy', u'hospit', u'urg', u'reopen', u'emerg', u'dept']
[u'labor', u'announc', u'household', u'solar', u'plan']
[u'labor', u'criticis', u'public', u'servant', u'compens']
[u'labor', u'promis', u'solar', u'incent']
[u'labor', u'say', u'govt', u'slow', u'rotavirus', u'vaccin']
[u'academ', u'protest', u'outsid']
[u'leak', u'report', u'blame', u'mainten', u'mistak']
[u'lewthwait', u'indec', u'charg', u'dismiss']
[u'lion', u'lose', u'bradshaw', u'season']
[u'live']
[u'local', u'push', u'better', u'dubbo', u'oncolog', u'servic']
[u'local', u'surfer', u'margaret', u'river']
[u'log', u'protest', u'fin', u'trespass']
[u'longreach', u'experi', u'cane', u'toad', u'popul', u'boom']
[u'magistr', u'say', u'altern', u'jail']
[u'mainten', u'work', u'disrupt', u'ferri', u'servic']
[u'arrest', u'grafton', u'sydney', u'shoot']
[u'arrest', u'cocain', u'import']
[u'avoid', u'jail', u'threaten', u'stab', u'stepmum']
[u'charg', u'drug', u'smuggl', u'substanc']
[u'charg', u'send', u'porn', u'american', u'teenag']
[u'die', u'sheffield', u'hous']
[u'guilti', u'normanton', u'manslaught']
[u'grant', u'bail', u'jail', u'drug']
[u'hospit', u'mall', u'attack']
[u'remand', u'custodi', u'cocain', u'seizur']
[u'send', u'child', u'rape']
[u'market', u'board', u'back', u'wine', u'industri', u'restructur']
[u'mayor', u'hop', u'drought', u'concert', u'sequel']
[u'accus', u'biki', u'gang', u'link', u'charg']
[u'minist', u'say', u'real', u'bloodi', u'hell']
[u'burn', u'death', u'nigeria', u'tanker']
[u'work', u'need', u'porongurup', u'nation', u'park']
[u'urg', u'govt', u'tougher', u'greenhous']
[u'nation', u'meet', u'discuss', u'split', u'coalit']
[u'nrma', u'say', u'caltex', u'genuin', u'price']
[u'govt', u'negoti', u'interim', u'fish', u'permit']
[u'nurs', u'lift', u'work', u'ban', u'deal', u'strike', u'hospit']
[u'olyroo', u'saudi', u'arabia']
[]
[u'year', u'hart', u'loss']
[u'opinion', u'differ', u'lake', u'colac', u'fish', u'kill', u'caus']
[u'opposit', u'claim', u'affect', u'base', u'gastro']
[u'orkopoulo', u'case', u'court']
[u'govern', u'accomplic']
[u'iraq']
[u'pair', u'charg', u'base', u'jump']
[u'pakistan', u'team', u'clear', u'woolmer', u'probe']
[u'phelp', u'record', u'continu']
[u'philippin', u'hostag', u'taker', u'agre', u'surrend']
[u'phone', u'interim', u'approv']
[u'piper', u'say', u'lake', u'macquari', u'margin', u'seat']
[u'defend', u'climat', u'polici']
[u'deni', u'hick', u'pressur', u'guilti', u'plea']
[u'refus', u'risk', u'coal', u'job', u'combat', u'global']
[u'reject', u'call', u'greenhous', u'emiss']
[u'reject', u'hick', u'plea', u'pressur', u'suggest']
[u'say', u'govt', u'act', u'stern', u'report']
[u'polic', u'fear', u'miss', u'sunshin', u'coast']
[u'polic', u'hunt', u'girl', u'attack']
[u'polic', u'seiz', u'record', u'cocain', u'haul']
[u'polic', u'question', u'fatal', u'crash', u'driver']
[u'port', u'delay', u'prove', u'cost', u'iron', u'firm']
[u'prosecutor', u'consid', u'year', u'sentenc', u'hick']
[u'protea', u'grappl', u'unknown', u'ahead', u'lanka']
[u'liber', u'parti', u'leadership', u'specul']
[u'race', u'club', u'chief', u'sceptic', u'compo', u'offer']
[u'reinado', u'hunt', u'continu', u'timor', u'elect', u'loom']
[u'report', u'call', u'tran', u'fat', u'tackl']
[u'report', u'criticis', u'author', u'juvenil', u'justic']
[u'report', u'find', u'indigen', u'youth', u'detent', u'rat']
[u'report', u'warn', u'cool', u'climat', u'winegrow', u'face']
[u'research', u'link', u'overweight', u'girl', u'adult', u'onset']
[u'resid', u'stay', u'altern', u'accommod']
[u'resid', u'consult', u'noosa', u'transit']
[u'restrain', u'order', u'issu', u'ukrain', u'swim', u'coach']
[u'road', u'accid', u'emerg', u'servic', u'busi']
[u'ruddock', u'rule', u'tougher', u'terror', u'law']
[u'ruddock', u'say', u'hick', u'unlik', u'appeal', u'sentenc']
[u'rumour', u'blame', u'spike', u'futur']
[u'russia', u'award', u'special', u'honour', u'democraci']
[u'santoro', u'make', u'final', u'speech', u'parliament']
[u'opposit', u'urg', u'action', u'reduc', u'court', u'delay']
[u'saudi', u'arabia', u'host', u'middl', u'east', u'peac', u'talk']
[u'schoolchildren', u'hold', u'hostag', u'manila']
[u'schoolchildren', u'take', u'hostag', u'manila']
[u'school', u'head', u'teacher', u'take', u'children', u'hostag']
[u'school', u'lose', u'teacher', u'number', u'battl']
[u'second', u'bodi', u'south', u'stradbrok']
[u'secur', u'polici', u'need', u'sport', u'carniv', u'get']
[u'singaporean', u'right', u'activist', u'criticis']
[u'skill', u'migrat', u'program', u'hijack']
[u'slow', u'passeng', u'number', u'servic']
[u'soil', u'test', u'result', u'alter', u'traveston', u'plan']
[u'speed', u'camera', u'turn', u'soon']
[u'stern', u'climat']
[u'stern', u'urg', u'aust', u'leadership', u'role']
[u'steven', u'strike', u'bronz']
[u'survey', u'show', u'employ', u'confid', u'soar']
[u'syke', u'push', u'tourism', u'fund', u'releas']
[u'teen', u'spark', u'bing', u'drink', u'concern']
[u'tender', u'call', u'eurobodalla', u'water', u'pipelin']
[u'tension', u'rise', u'captur', u'british', u'sailor']
[u'seat', u'remain', u'undecid']
[u'titan', u'unchang', u'line', u'tackl', u'bulldog']
[u'track', u'monitor', u'timber', u'export']
[u'ugli', u'parent', u'syndrom', u'blame', u'coach', u'ban']
[u'union', u'fear', u'teacher', u'wors', u'awa']
[u'union', u'want', u'transport', u'solut', u'abattoir', u'worker']
[u'court', u'say', u'detaine', u'rumsfeld']
[u'democrat', u'welcom', u'senat', u'iraq']
[u'hous', u'market', u'troubl', u'hold', u'wall']
[u'vail', u'call', u'asia', u'pacif', u'cooper', u'road']
[u'vail', u'discuss', u'virgin', u'plan', u'oversea', u'flight']
[u'govt', u'offer', u'bounti', u'wild', u'dog', u'fox']
[u'govt', u'offer', u'wild', u'bounti']
[u'govt', u'admit', u'failur', u'indigen', u'jail', u'rat']
[u'nation', u'break', u'deferr']
[u'warrego', u'river', u'water', u'auction', u'get', u'green', u'light']
[u'watch', u'hous', u'inquest', u'hear', u'prison', u'check']
[u'weather', u'bureau', u'predict', u'better', u'fall', u'south', u'east']
[u'westport', u'foreshor', u'committe', u'halv', u'commerci']
[u'william', u'crush', u'sharapova', u'open', u'rematch']
[u'winegrap', u'grower', u'warn', u'product', u'shift', u'inland']
[u'winegrow', u'urg', u'boost', u'size']
[u'woman', u'avoid', u'jail', u'term', u'sport', u'author', u'fraud']
[u'worsfold', u'take', u'field', u'controversi']
[u'zimbabw', u'opposit', u'chief', u'arrest']
[u'shop', u'sunnybank']
[u'boss', u'rule', u'advertis', u'radio']
[u'govt', u'examin', u'recycl', u'water', u'concern']
[u'administr', u'say', u'fast', u'track', u'council', u'elect']
[u'alic', u'desert', u'festiv', u'town', u'centr', u'focus']
[u'alic', u'hear', u'indigen', u'job', u'scheme', u'benefit']
[u'alleg', u'infector', u'stand', u'trial']
[u'deni', u'plan', u'rise']
[u'andren', u'senat', u'restor', u'balanc']
[u'auspin', u'say', u'job', u'safe', u'month']
[u'aussi', u'pursuit', u'champion', u'hop', u'recov', u'time']
[u'aussi', u'trio', u'british', u'open']
[u'aust', u'skate', u'shake', u'harbour', u'disast']
[u'aust', u'help', u'indonesia', u'safeti', u'labor']
[u'aust', u'tackl', u'deforest', u'asia']
[u'bank', u'energi', u'stock', u'push', u'market', u'higher']
[u'barr', u'criticis', u'comcar', u'chang', u'public', u'servant']
[u'beij', u'subway', u'site', u'collaps']
[u'biki', u'investig', u'hamper', u'polic']
[u'blue', u'look', u'shake', u'chief', u'jinx']
[u'brack', u'unveil', u'bushfir', u'recoveri', u'packag']
[u'britain', u'unimpress', u'sailor', u'releas', u'pledg']
[u'bundaberg', u'watch', u'hous', u'inquest', u'take', u'final']
[u'burril', u'lake', u'entranc', u'reopen']
[u'bush', u'dig', u'heel', u'troop', u'withdraw']
[u'campaign', u'warn', u'uranium', u'mine']
[u'carr', u'predict', u'carbon', u'trade', u'individu']
[u'cattl', u'target', u'methan', u'concern']
[u'central', u'farmer', u'receiv', u'weather', u'report']
[u'child', u'hostag', u'releas', u'unharm']
[u'church', u'lobbi', u'clone']
[u'clampdown', u'celeri', u'thrower', u'lead', u'ban']
[u'climat', u'chang', u'report', u'predict', u'grim', u'futur', u'aust']
[u'clinic', u'cell', u'cultur', u'tighten', u'oper']
[u'closer']
[u'closer']
[u'communiti', u'face', u'food', u'shortag', u'blaze', u'destroy']
[u'communiti', u'dredg', u'plan']
[u'condit', u'right', u'plan', u'burn', u'start']
[u'costello', u'credenti']
[u'coughlin', u'set', u'pace', u'women', u'sprint', u'heat']
[u'council', u'flood', u'level', u'queri']
[u'councillor', u'question', u'infrastructur', u'project', u'cost']
[u'council', u'ratepay', u'fear', u'natur', u'resourc', u'levi']
[u'council', u'urg', u'invest', u'farm']
[u'court', u'tell', u'confess']
[u'darrel', u'offer', u'undercut', u'awa', u'labor', u'say']
[u'debus', u'chase', u'feder', u'seat', u'labor']
[u'deforest', u'plan', u'better', u'kyoto']
[u'dino', u'demis', u'trigger', u'rise', u'mammal']
[u'djokov', u'dump', u'nadal', u'miami']
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[u'drought', u'cancel', u'field']
[u'dutchman', u'plead', u'guilti', u'steal', u'pearl']
[u'einfeld', u'charg', u'fine', u'claim']
[u'environ', u'minist', u'speak', u'uranium']
[u'european', u'union', u'consid', u'freez', u'contact']
[u'express', u'seek', u'work', u'yard']
[u'farm', u'group', u'pass', u'confid', u'vote']
[u'fatigu', u'excus', u'lara', u'ahead', u'black', u'cap']
[u'log', u'rival', u'auspin']
[u'fear', u'fund', u'shortfal', u'stop', u'substanc', u'abus']
[u'search', u'resum', u'miss', u'skater']
[u'fishermen', u'court', u'commonwealth', u'appeal']
[u'fish', u'contest', u'score', u'green', u'mark']
[u'flight', u'push', u'aim', u'address', u'famili', u'disloc']
[u'food', u'bowl', u'allianc', u'defend', u'water', u'plan']
[u'christian', u'brother', u'jail', u'indec', u'act']
[u'skate', u'champ', u'bad', u'hurt', u'harbour']
[u'prison', u'guard', u'court', u'assault']
[u'wicket', u'malinga', u'unawar', u'record']
[u'franciscan', u'priest', u'promot', u'papal', u'visit']
[u'fund', u'boost', u'smart', u'busi', u'project']
[u'funer', u'celebr', u'accus', u'price', u'fix', u'plan']
[u'girl', u'sexual', u'assault', u'cooroy']
[u'gladston', u'brisban', u'melbourn']
[u'gold', u'coast', u'councillor', u'face', u'court', u'leak']
[u'googl', u'seek', u'world', u'instant', u'translat']
[u'govt', u'attack', u'forest', u'fund']
[u'govt', u'want', u'plane', u'emiss']
[u'return', u'gambier', u'hospit', u'emerg', u'dept']
[u'seek', u'nation', u'preselect', u'page']
[u'grandma', u'ralli', u'highlight', u'children', u'right']
[u'green', u'group', u'seek', u'detail', u'abrolho', u'island']
[u'green', u'group', u'focus', u'fitzroy', u'river', u'protect']
[u'green', u'slam', u'forest', u'fund']
[u'grind', u'water', u'group', u'fear', u'futur']
[u'group', u'fight', u'save', u'palliat', u'care', u'hospit']
[u'hackett', u'quit', u'say', u'aussi', u'coach']
[u'hackett', u'remain', u'focus', u'ahead']
[u'handyman', u'jail', u'wick', u'cruel', u'horribl']
[u'hanson', u'launch', u'tell', u'autobiographi']
[u'harbour', u'open']
[u'harbour', u'search', u'miss', u'teen', u'continu']
[u'hick', u'pardon', u'ruddock']
[u'hickss', u'father', u'say', u'legal', u'challeng', u'possibl']
[u'high', u'like', u'killer', u'woolmer', u'room']
[u'histor', u'power', u'plant', u'tourist']
[u'holloway', u'deni', u'region', u'polic', u'crisi', u'claim']
[u'hospit', u'death', u'post', u'mortem', u'result', u'month']
[u'skate', u'communiti', u'shake', u'harbour', u'crash']
[u'iemma', u'pledg', u'robust', u'ferri', u'collis', u'probe']
[u'world', u'best', u'say', u'rank', u'pietersen']
[u'independ', u'conced', u'goulburn', u'goward']
[u'india', u'loser', u'arriv', u'home', u'safe']
[u'indonesia', u'welcom', u'forest', u'fund']
[u'inmat', u'face', u'court', u'escap']
[u'inquiri', u'launch', u'fatal', u'ferri', u'crash']
[u'intervent', u'order', u'drop', u'swim', u'coach']
[u'iran', u'releas', u'femal', u'sailor']
[u'iraqi', u'policemen', u'arrest', u'massacr']
[u'vacanc', u'fall']
[u'jone', u'set', u'deadlin', u'red', u'futur']
[u'judg', u'withdraw', u'palm', u'case']
[u'kimberley', u'indigen', u'worker', u'tinto', u'pilbara']
[u'labor', u'dismiss', u'costello', u'warn']
[u'lake', u'bonney', u'water', u'test']
[u'lappin', u'return', u'lion', u'line']
[u'lawrenc', u'retir', u'polit']
[u'lawyer', u'want', u'hurley', u'trial', u'hold', u'palm']
[u'lead', u'fear', u'prompt', u'esper', u'council']
[u'lennon', u'defend', u'leadership', u'critic']
[u'lifesav', u'say', u'stinger', u'problem', u'move', u'south']
[u'local', u'appl', u'grower', u'lament', u'fruit', u'decis']
[u'london', u'tube', u'condemn', u'thrillseek', u'stunt']
[u'snowi', u'water', u'storag', u'forc', u'help', u'fire']
[u'volunt', u'number', u'forc', u'bureau', u'closur']
[u'luggag', u'restrict', u'target', u'explos', u'threat']
[u'arrest', u'polic', u'chase']
[u'charg', u'cruis', u'ship', u'drug']
[u'jail', u'bank', u'robberi']
[u'jail', u'steal', u'visit']
[u'maradona', u'rush', u'hospit']
[u'marcus', u'einfeld', u'arrest']
[u'mareeba', u'resid', u'want', u'review', u'health', u'servic']
[u'mayor', u'say', u'imprud', u'comment', u'dont', u'breach', u'code']
[u'meat', u'industri', u'cast', u'doubt', u'push', u'local']
[u'media', u'law', u'effect', u'week']
[u'meet', u'fail', u'bring', u'resolut', u'port', u'augusta']
[u'mexican', u'urg', u'swap', u'gun', u'xbox']
[u'miner', u'win', u'walhalla', u'gold', u'explor', u'tender']
[u'minist', u'surviv', u'confid', u'motion']
[u'mitsubishi', u'accus', u'fail', u'negoti']
[u'say', u'doctor', u'servic', u'grow', u'popul']
[u'want', u'towl', u'trial', u'broadcast', u'mildura']
[u'disappoint', u'wall', u'fund', u'veto']
[u'mugab', u'launch', u'renew', u'crackdown', u'critic']
[u'murray', u'advanc', u'roddick', u'suffer', u'injuri']
[u'murray', u'darl', u'count', u'continu']
[u'nasa', u'rubbish', u'space', u'junk', u'theori']
[u'nation', u'galleri', u'cancer', u'cluster', u'studi', u'inconclus']
[u'nevill', u'happi', u'lower', u'gladston', u'jobless', u'rate']
[u'book', u'explain', u'judaism']
[u'radio', u'licens', u'rule', u'dark', u'age']
[u'teach', u'launch']
[u'plan', u'recreat', u'fish', u'permit', u'caus']
[u'offic', u'share', u'servic', u'financi', u'black']
[u'oncologist', u'say', u'afford', u'import']
[u'palu', u'rule', u'crusad', u'encount']
[u'phelp', u'set']
[u'pike', u'help', u'lure', u'doctor', u'region', u'victoria']
[u'plan', u'tassi', u'forest']
[u'plan', u'expand', u'leaver', u'zone']
[u'plan', u'tackl', u'illeg', u'log', u'vote', u'ploy', u'say']
[u'unveil', u'plan', u'save', u'forest']
[u'polic', u'discov', u'submerg']
[u'polic', u'exhum', u'bodi', u'tocumw']
[u'policeman', u'plead', u'guilti', u'watch', u'hous', u'assault']
[u'polic', u'search', u'miss', u'harbour', u'crash', u'victim']
[u'post', u'mortem', u'second', u'stradbrok', u'bodi']
[u'potato', u'shortag', u'lead', u'product', u'line', u'shutdown']
[u'power', u'return', u'slam', u'pole']
[u'primari', u'produc', u'finish', u'weed', u'spray', u'say']
[u'pumpkin', u'pick', u'pari', u'reunion']
[u'shut', u'pont', u'tell', u'cricket', u'world']
[u'health', u'defend', u'secur', u'alleg', u'patient']
[u'polic', u'union', u'defend', u'taser', u'trial']
[u'quinn', u'nomin', u'santoro', u'senat', u'spot']
[u'radic', u'muslim', u'women', u'hold', u'alleg', u'brothel', u'owner']
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[u'resid', u'urg', u'revamp']
[u'ridgway', u'lead', u'liber', u'parliament']
[u'riverina', u'warn', u'meningococc', u'threat']
[u'rudd', u'reject', u'workplac', u'polici', u'attack']
[u'sailor', u'famili', u'thank', u'support']
[u'sale', u'burk', u'will', u'link', u'breastplat', u'block']
[u'saleyard', u'review', u'find', u'futur', u'chang', u'necessari']
[u'sarkozi', u'royal', u'brace', u'french', u'elect', u'showdown']
[u'sarkozi', u'royal', u'face', u'french', u'poll']
[u'second', u'charg', u'alleg', u'golf', u'club']
[u'abus', u'sentenc', u'reduc', u'year']
[u'shepherd', u'miss', u'week']
[u'short', u'turnaround', u'problem', u'pie', u'clement']
[u'korea', u'accept', u'beef', u'overturn']
[u'smaller', u'version', u'river', u'trek', u'hold']
[u'snowi', u'water', u'level', u'lowest', u'year']
[u'solomon', u'hold', u'tsunami', u'mourn']
[u'strong', u'show', u'site']
[u'student', u'scholarship', u'coincid', u'tertiari']
[u'studi', u'reveal', u'gippsland', u'potenti', u'carbon']
[u'taiwanes', u'technolog', u'rais', u'missil', u'rang']
[u'tamworth', u'council', u'ponder', u'harsher', u'water', u'ban']
[u'tenant', u'foot', u'water', u'bill']
[u'terri', u'wont', u'leav', u'england']
[u'tharwa', u'parent', u'school', u'transit']
[u'thousand', u'visit', u'maitland', u'steam', u'train', u'festiv']
[u'timber', u'use', u'forest', u'wast', u'electr']
[u'titan', u'fine', u'approach', u'refere']
[u'trio', u'basebal', u'bat', u'bash']
[u'turnbul', u'rule', u'feder', u'fund', u'yarragade']
[u'turnbul', u'say', u'global', u'carbon', u'trade', u'scheme', u'need']
[u'union', u'nurs', u'home', u'oper', u'court']
[u'union', u'council', u'awa']
[u'destroy', u'dock', u'sydney']
[u'destroy', u'dock', u'sydney']
[u'iraqi', u'armi', u'defend', u'baghdad', u'wall', u'plan']
[u'recipi', u'want', u'medal', u'display']
[u'launch', u'child', u'protect', u'law']
[u'vizard', u'attack', u'jail', u'theft']
[u'artist', u'take', u'gallipoli', u'price']
[u'need', u'teacher']
[u'word', u'erupt', u'region', u'crime']
[u'teacher', u'threaten', u'strike', u'staff', u'shortag']
[u'water', u'power', u'snowi', u'mountain', u'town', u'risk']
[u'watney', u'hold', u'duke', u'orlean', u'classic']
[u'winemak', u'deni', u'restructur', u'report']
[u'weather', u'bureau', u'monitor', u'gold', u'coast', u'storm']
[u'wholesal', u'inflat', u'remain', u'unchang']
[u'wit', u'seek', u'fatal', u'nowra']
[u'wollongong', u'council', u'plan', u'rate', u'rise']
[u'woman', u'die', u'polic', u'custodi', u'bendigo']
[u'workchoic', u'benefit']
[u'worker', u'kill', u'refineri', u'fall']
[u'youth', u'worker', u'walk', u'griffith', u'street', u'program']
[u'million', u'upgrad', u'sydney', u'town', u'hall']
[u'abetz', u'queri', u'liber', u'endors']
[u'actu', u'chief', u'join', u'wollongong', u'manufactur', u'meet']
[u'launch', u'probe', u'test']
[u'albani', u'boost', u'anzac', u'safeti']
[u'alcohol', u'damag', u'women', u'brain', u'faster', u'men']
[u'save', u'face']
[u'alleg', u'sunnybank', u'stab', u'trio', u'refus', u'bail']
[u'name', u'kalgoorli', u'candid']
[u'amcor', u'worker', u'europ']
[u'set', u'emerg']
[u'set', u'emerg', u'warn']
[u'anzac', u'parad', u'start', u'possibl', u'site']
[u'appl', u'grower', u'build', u'juic', u'plant']
[u'aussi', u'ramsi', u'advis', u'die', u'honiara']
[u'aust', u'honour', u'firi', u'burn', u'firestorm']
[u'aust', u'soldier', u'injur', u'iraq']
[u'aust', u'stand', u'oecd', u'figur', u'fund']
[u'aust', u'build', u'western', u'museum', u'digger']
[u'monopoli', u'realist', u'say', u'costello']
[u'bald', u'killer', u'allow', u'appeal']
[u'basing', u'hire', u'secur', u'daughter', u'baldwin']
[u'beatti', u'fund', u'pipelin', u'howard']
[u'bendigo', u'bank', u'lose', u'valu', u'reject']
[u'bendigo', u'bank', u'reject', u'takeov', u'plan']
[u'announc', u'record', u'metal', u'output']
[u'crowd', u'expect', u'goldfield', u'esper', u'anzac']
[u'blackal', u'sportsman', u'shoot']
[u'blood', u'test']
[u'boat', u'leav', u'lake', u'entranc', u'face', u'sand', u'woe']
[u'bond', u'oram', u'spur', u'kiwi']
[u'bonfir', u'celebr', u'babi', u'birth']
[u'bore', u'solv', u'water', u'problem', u'say', u'liber']
[u'bore', u'water', u'lead', u'prosecut']
[u'bottleshop', u'owner', u'back', u'long', u'neck', u'beer']
[u'brack', u'defend', u'minist', u'mokbel', u'deal']
[u'brack', u'reject', u'size', u'fit', u'curriculum', u'chang']
[u'break', u'hill', u'save', u'summer', u'water']
[u'broughton', u'hall', u'audit', u'reveal', u'breach']
[u'broughton', u'hall', u'fail', u'standard']
[u'broughton', u'hall', u'safe', u'resid', u'govt', u'say']
[u'burn', u'conserv', u'park', u'aim', u'prevent']
[u'burn', u'suspend', u'game']
[u'busi', u'chamber', u'back', u'industri', u'water', u'conserv']
[u'cahil', u'target', u'comeback', u'asian']
[u'alic', u'spring', u'land', u'releas']
[u'recognis', u'earli', u'settlement', u'indigen']
[u'canadian', u'minist', u'amid', u'afghan', u'tortur']
[u'cattl', u'truck', u'crash', u'near', u'northam']
[u'charg', u'player', u'accept', u'sanction']
[u'charter', u'boat', u'oper', u'urg', u'levi', u'jetti']
[u'children', u'reflect', u'anzac', u'sacrific', u'memori']
[u'chines', u'author', u'detain', u'environment', u'activist']
[u'chipman', u'support', u'candid']
[u'climat', u'debat', u'heat']
[u'closer', u'news']
[u'cohen', u'want', u'public', u'water', u'manag', u'power']
[u'communiti', u'technolog', u'centr', u'lightn', u'ridg']
[u'commut', u'evacu', u'circular', u'quay', u'train']
[u'compani', u'invest', u'billion', u'industri']
[u'compani', u'look', u'expand', u'basalt', u'quarri']
[u'cooloola', u'mayor', u'flag', u'support', u'super', u'council']
[u'cosgrov', u'reliev', u'stay', u'aust']

'''
Preview 'processed_docs'
'''
processed_docs[:10]

0            [decid, communiti, broadcast, licenc]
1                               [wit, awar, defam]
2           [call, infrastructur, protect, summit]
3                      [staff, aust, strike, rise]
4             [strike, affect, australian, travel]
5               [ambiti, olsson, win, tripl, jump]
6           [antic, delight, record, break, barca]
7    [aussi, qualifi, stosur, wast, memphi, match]
8            [aust, address, secur, council, iraq]
9                         [australia, lock, timet]
Name: headline_text, dtype: object

Step 3.1: Bag of words on the dataset

Now let's create a dictionary from 'processed_docs' containing the number of times a word appears in the training set. To do that, let's pass processed_docs to gensim.corpora.Dictionary() and call it 'dictionary'.

'''
Create a dictionary from 'processed_docs' containing the number of times a word appears 
in the training set using gensim.corpora.Dictionary and call it 'dictionary'
'''
dictionary = gensim.corpora.Dictionary(processed_docs)
dictionary

<gensim.corpora.dictionary.Dictionary at 0x7fde2b12b650>

'''
Checking dictionary created
'''
count = 0
for k, v in dictionary.iteritems():
    print(k, v)
    count += 1
    if count > 100:
        break

(7959, u'verplank')
(13916, u'woodi')
(14482, u'francesco')
(17648, u'kaniva')
(23122, u'yanagisawa')
(12187, u'scold')
(11412, u'szabic')
(6914, u'emptiv')
(23203, u'strikebreak')
(6220, u'citrus')
(23768, u'donger')
(8383, u'bratislava')
(23346, u'gambaro')
(24759, u'bendal')
(17493, u'four')
(8831, u'samudra')
(19846, u'broiler')
(4062, u'wooden')
(8598, u'showcas')
(2313, u'wednesday')
(24279, u'crotch')
(2227, u'capsicum')
(17843, u'asama')
(8932, u'inkster')
(14092, u'sooth')
(22357, u'rudman')
(18812, u'gorman')
(16090, u'targa')
(1602, u'dialogu')
(6625, u'litig')
(23499, u'databank')
(2016, u'succumb')
(15479, u'crouch')
(4783, u'brizuela')
(22500, u'ching')
(1244, u'china')
(22651, u'wagyu')
(8066, u'manjimup')
(8580, u'deterior')
(7682, u'spotti')
(7665, u'pastur')
(7786, u'parreira')
(23471, u'muirhead')
(8625, u'kidd')
(11656, u'neurologist')
(6954, u'climber')
(3654, u'sharemarket')
(3093, u'controversi')
(1654, u'golden')
(12762, u'lengthen')
(19237, u'sterl')
(15393, u'stern')
(21225, u'westech')
(14937, u'monologuesem')
(3539, u'agassi')
(24423, u'dinotain')
(17259, u'outwit')
(1700, u'music')
(24270, u'veart')
(9373, u'yahoo')
(9181, u'meteorologist')
(22772, u'beswick')
(14988, u'unpack')
(10337, u'gija')
(9404, u'murchison')
(4592, u'simper')
(17445, u'arndt')
(12452, u'steinweg')
(4515, u'matilda')
(3573, u'wane')
(16200, u'unjust')
(12514, u'eczema')
(14863, u'titanium')
(22309, u'capitalss')
(16191, u'tilba')
(867, u'want')
(6816, u'pinto')
(6586, u'vicent')
(14245, u'beyer')
(17, u'travel')
(8546, u'cutback')
(707, u'charvi')
(18063, u'dangerfield')
(20998, u'birdcag')
(9493, u'calda')
(23116, u'stingier')
(1323, u'wrong')
(14138, u'soham')
(16008, u'prodig')
(11436, u'kirner')
(12525, u'tulip')
(20599, u'hetherington')
(3407, u'finalis')
(20487, u'antivir')
(15179, u'restrospect')
(9544, u'mabthera')
(23335, u'unenthusiast')
(6470, u'burleigh')
(4836, u'fit')
(7828, u'gridiron')
(23966, u'fib')

Gensim filter_extremes

filter_extremes(no_below=5, no_above=0.5, keep_n=100000)

Filter out tokens that appear in

• less than no_below documents (absolute number) or
• more than no_above documents (fraction of total corpus size, not absolute number).
• after (1) and (2), keep only the first keep_n most frequent tokens (or keep all if None).

'''
OPTIONAL STEP
Remove very rare and very common words:

- words appearing less than 15 times
- words appearing in more than 10% of all documents
'''
# TODO: apply dictionary.filter_extremes() with the parameters mentioned above
dictionary.filter_extremes(no_below=15, no_above=0.1, keep_n=100000)

Gensim doc2bow

doc2bow(document)

• Convert document (a list of words) into the bag-of-words format = list of (token_id, token_count) 2-tuples. Each word is assumed to be a tokenized and normalized string (either unicode or utf8-encoded). No further preprocessing is done on the words in document; apply tokenization, stemming etc. before calling this method.

'''
Create the Bag-of-words model for each document i.e for each document we create a dictionary reporting how many
words and how many times those words appear. Save this to 'bow_corpus'
'''
# TODO
bow_corpus = 

'''
Checking Bag of Words corpus for our sample document --> (token_id, token_count)
'''
bow_corpus[document_num]

'''
Preview BOW for our sample preprocessed document
'''
# Here document_num is document number 4310 which we have checked in Step 2
bow_doc_4310 = bow_corpus[document_num]

for i in range(len(bow_doc_4310)):
    print("Word {} (\"{}\") appears {} time.".format(bow_doc_4310[i][0], 
                                                     dictionary[bow_doc_4310[i][0]], 
                                                     bow_doc_4310[i][1]))

Step 3.2: TF-IDF on our document set

While performing TF-IDF on the corpus is not necessary for LDA implemention using the gensim model, it is recemmended. TF-IDF expects a bag-of-words (integer values) training corpus during initialization. During transformation, it will take a vector and return another vector of the same dimensionality.

Please note: The author of Gensim dictates the standard procedure for LDA to be using the Bag of Words model.

TF-IDF stands for "Term Frequency, Inverse Document Frequency".

• It is a way to score the importance of words (or "terms") in a document based on how frequently they appear across multiple documents.
• If a word appears frequently in a document, it's important. Give the word a high score. But if a word appears in many documents, it's not a unique identifier. Give the word a low score.
• Therefore, common words like "the" and "for", which appear in many documents, will be scaled down. Words that appear frequently in a single document will be scaled up.

In other words:

• TF(w) = (Number of times term w appears in a document) / (Total number of terms in the document).
• IDF(w) = log_e(Total number of documents / Number of documents with term w in it).

For example

• Consider a document containing 100 words wherein the word 'tiger' appears 3 times.

• The term frequency (i.e., tf) for 'tiger' is then:

  • TF = (3 / 100) = 0.03.

• Now, assume we have 10 million documents and the word 'tiger' appears in 1000 of these. Then, the inverse document frequency (i.e., idf) is calculated as:

  • IDF = log(10,000,000 / 1,000) = 4.

• Thus, the Tf-idf weight is the product of these quantities:

  • TF-IDF = 0.03 * 4 = 0.12.

'''
Create tf-idf model object using models.TfidfModel on 'bow_corpus' and save it to 'tfidf'
'''
from gensim import corpora, models

# TODO
tfidf = 

'''
Apply transformation to the entire corpus and call it 'corpus_tfidf'
'''
# TODO
corpus_tfidf = 

'''
Preview TF-IDF scores for our first document --> --> (token_id, tfidf score)
'''
from pprint import pprint
for doc in corpus_tfidf:
    pprint(doc)
    break

Step 4.1: Running LDA using Bag of Words

We are going for 10 topics in the document corpus.

We will be running LDA using all CPU cores to parallelize and speed up model training.

Some of the parameters we will be tweaking are:

• num_topics is the number of requested latent topics to be extracted from the training corpus.
• id2word is a mapping from word ids (integers) to words (strings). It is used to determine the vocabulary size, as well as for debugging and topic printing.
• workers is the number of extra processes to use for parallelization. Uses all available cores by default.

• alpha and eta are hyperparameters that affect sparsity of the document-topic (theta) and topic-word (lambda) distributions. We will let these be the default values for now(default value is 1/num_topics)

  • Alpha is the per document topic distribution.

    • High alpha: Every document has a mixture of all topics(documents appear similar to each other).
    • Low alpha: Every document has a mixture of very few topics

  • Eta is the per topic word distribution.

    • High eta: Each topic has a mixture of most words(topics appear similar to each other).
    • Low eta: Each topic has a mixture of few words.

• passes is the number of training passes through the corpus. For example, if the training corpus has 50,000 documents, chunksize is 10,000, passes is 2, then online training is done in 10 updates:

  • #1 documents 0-9,999
  • #2 documents 10,000-19,999
  • #3 documents 20,000-29,999
  • #4 documents 30,000-39,999
  • #5 documents 40,000-49,999
  • #6 documents 0-9,999
  • #7 documents 10,000-19,999
  • #8 documents 20,000-29,999
  • #9 documents 30,000-39,999
  • #10 documents 40,000-49,999

# LDA mono-core -- fallback code in case LdaMulticore throws an error on your machine
# lda_model = gensim.models.LdaModel(bow_corpus, 
#                                    num_topics = 10, 
#                                    id2word = dictionary,                                    
#                                    passes = 50)

# LDA multicore 
'''
Train your lda model using gensim.models.LdaMulticore and save it to 'lda_model'
'''
# TODO
lda_model = 

'''
For each topic, we will explore the words occuring in that topic and its relative weight
'''
for idx, topic in lda_model.print_topics(-1):
    print("Topic: {} \nWords: {}".format(topic, idx ))
    print("\n")

Classification of the topics

Using the words in each topic and their corresponding weights, what categories were you able to infer?

• 0:
• 1:
• 2:
• 3:
• 4:
• 5:
• 6:
• 7:
• 8:
• 9:

Step 4.2 Running LDA using TF-IDF

'''
Define lda model using corpus_tfidf, again using gensim.models.LdaMulticore()
'''
# TODO
lda_model_tfidf = 

'''
For each topic, we will explore the words occuring in that topic and its relative weight
'''
for idx, topic in lda_model_tfidf.print_topics(-1):
    print("Topic: {} Word: {}".format(idx, topic))
    print("\n")

Classification of the topics

As we can see, when using tf-idf, heavier weights are given to words that are not as frequent which results in nouns being factored in. That makes it harder to figure out the categories as nouns can be hard to categorize. This goes to show that the models we apply depend on the type of corpus of text we are dealing with.

Using the words in each topic and their corresponding weights, what categories could you find?

• 0:
• 1:
• 2:
• 3:
• 4:
• 5:
• 6:
• 7:
• 8:
• 9:

Step 5.1: Performance evaluation by classifying sample document using LDA Bag of Words model

We will check to see where our test document would be classified.

'''
Text of sample document 4310
'''
processed_docs[4310]

'''
Check which topic our test document belongs to using the LDA Bag of Words model.
'''
document_num = 4310
# Our test document is document number 4310

# TODO
# Our test document is document number 4310
for index, score in sorted(lda_model[bow_corpus[document_num]], key=lambda tup: -1*tup[1]):
    print("\nScore: {}\t \nTopic: {}".format(score, lda_model.print_topic(index, 10)))

It has the highest probability (x) to be part of the topic that we assigned as X, which is the accurate classification.

Step 5.2: Performance evaluation by classifying sample document using LDA TF-IDF model

'''
Check which topic our test document belongs to using the LDA TF-IDF model.
'''
# Our test document is document number 4310
for index, score in sorted(lda_model_tfidf[bow_corpus[document_num]], key=lambda tup: -1*tup[1]):
    print("\nScore: {}\t \nTopic: {}".format(score, lda_model_tfidf.print_topic(index, 10)))

It has the highest probability (x%) to be part of the topic that we assigned as X.

Step 6: Testing model on unseen document

unseen_document = "My favorite sports activities are running and swimming."

# Data preprocessing step for the unseen document
bow_vector = dictionary.doc2bow(preprocess(unseen_document))

for index, score in sorted(lda_model[bow_vector], key=lambda tup: -1*tup[1]):
    print("Score: {}\t Topic: {}".format(score, lda_model.print_topic(index, 5)))

The model correctly classifies the unseen document with 'x'% probability to the X category.